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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 UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:42:34.569Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:42:34.569Z
|
click
|
nav_bar
|
rule
|
train
| 2,600 |
2025-04-15T03:42:34.569Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:42:34.569Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:42:34.569Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:42:34.569Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 2600,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:42:34.569Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58CYZB\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Maroon, X-Large)\", \"asin\": \"B08XV1MZZ8\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)\", \"asin\": \"B0BTZBMX58\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,3X-Large)\", \"asin\": \"B0DQLCZGFS\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M\", \"asin\": \"B0C7L51QGD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Dark Gray, Light Gray,Large)\", \"asin\": \"B0DPQ4MXS8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Red, Blue, Light Grey, Black,3X-Large)\", \"asin\": \"B0DS6BYC32\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Medium)\", \"asin\": \"B0DS6B23TR\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue\", \"asin\": \"B0DTHF1RXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,7X-Large)\", \"asin\": \"B0DQLD5VVH\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"DOWMQ Mens T Shirts Casual Crewneck Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt 2 Pack Black, XL\", \"asin\": \"B0DXK37JTX\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)\", \"asin\": \"B0BTZ99T8C\", \"price\": \"$78.00\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:42:54.279Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:42:54.279Z
|
click
|
product_option
|
rule
|
train
| 2,601 |
2025-04-15T03:42:54.279Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)"},
{"price": "$34.99"},
{"bullet_list": "PREMIUM 100% COMBED COTTON \u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \u2714 Black (3-Pack) \u2013 A timeless wardrobe essential \u2714 Navy (3-Pack) \u2013 A sophisticated deep blue for a modern touch \u2714 White (3-Pack) \u2013 A clean, fresh look that pairs with everything \u2714 Mixed Pack (Black/Navy/White) \u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering."},
{"asin": "B0DV58CYZB"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Pack of 3 White"}],
"promotion_items": [{"title": "Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White", "asin": "B08CS3C4PT", "price": "$37.99", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Maroon, X-Large)", "asin": "B08XV1MZZ8", "price": "$24.95", "quantity": ""},
{"title": "Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)", "asin": "B0BTZBMX58", "price": "$76.00", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,3X-Large)", "asin": "B0DQLCZGFS", "price": "$45.99", "quantity": ""},
{"title": "VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M", "asin": "B0C7L51QGD", "price": "$24.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Dark Gray, Light Gray,Large)", "asin": "B0DPQ4MXS8", "price": "$36.99", "quantity": ""},
{"title": "Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Red, Blue, Light Grey, Black,3X-Large)", "asin": "B0DS6BYC32", "price": "$46.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Medium)", "asin": "B0DS6B23TR", "price": "$36.99", "quantity": ""},
{"title": "COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue", "asin": "B0DTHF1RXY", "price": "$14.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,7X-Large)", "asin": "B0DQLD5VVH", "price": "$45.99", "quantity": ""},
{"title": "DOWMQ Mens T Shirts Casual Crewneck Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt 2 Pack Black, XL", "asin": "B0DXK37JTX", "price": "$19.99", "quantity": ""},
{"title": "Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)", "asin": "B0DSZM7WFT", "price": "$36.99", "quantity": ""},
{"title": "Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)", "asin": "B0BTZ99T8C", "price": "$78.00", "quantity": ""},
{"title": "DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)", "asin": "B0D7D3YX5Q", "price": "$39.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:42:54.279Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:42:54.279Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:42:54.279Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2601,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58CYZB\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Maroon, X-Large)\", \"asin\": \"B08XV1MZZ8\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)\", \"asin\": \"B0BTZBMX58\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,3X-Large)\", \"asin\": \"B0DQLCZGFS\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M\", \"asin\": \"B0C7L51QGD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Dark Gray, Light Gray,Large)\", \"asin\": \"B0DPQ4MXS8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Red, Blue, Light Grey, Black,3X-Large)\", \"asin\": \"B0DS6BYC32\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Medium)\", \"asin\": \"B0DS6B23TR\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue\", \"asin\": \"B0DTHF1RXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,7X-Large)\", \"asin\": \"B0DQLD5VVH\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"DOWMQ Mens T Shirts Casual Crewneck Short Sleeve Cotton Tee Shirts Hipster Hip Hop Longline T-Shirt 2 Pack Black, XL\", \"asin\": \"B0DXK37JTX\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)\", \"asin\": \"B0BTZ99T8C\", \"price\": \"$78.00\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:42:54.279Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV5B8XBL\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, Carbon, S\", \"asin\": \"B0BJZSGPSJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (M, White)\", \"asin\": \"B0C2CCN94H\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,7X-Large)\", \"asin\": \"B0DQLD5VVH\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Navy Blue, Dark Gray, Light Gray, White, Khaki, Blue,XX-Large)\", \"asin\": \"B0DSDSDTH3\", \"price\": \"$70.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Navy Blue, Dark Gray, Light Gray, White, Khaki, Blue,XX-Large)\", \"asin\": \"B0DSDSDTH3\", \"price\": \"$70.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, Carbon, S\", \"asin\": \"B0BJZSGPSJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, White, Light Gray, Navy Blue, Khaki,6X-Large)\", \"asin\": \"B0DRNXN4CR\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:42:57.157Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:42:57.157Z
|
click
|
product_option
|
rule
|
train
| 2,602 |
2025-04-15T03:42:57.157Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "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": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)"},
{"bullet_list": "PREMIUM 100% COMBED COTTON \u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \u2714 Black (3-Pack) \u2013 A timeless wardrobe essential \u2714 Navy (3-Pack) \u2013 A sophisticated deep blue for a modern touch \u2714 White (3-Pack) \u2013 A clean, fresh look that pairs with everything \u2714 Mixed Pack (Black/Navy/White) \u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering."},
{"asin": "B0DV5B8XBL"}],
"product_options": [{"Size": "Medium"},
{"Color": "Pack of 3 White"}],
"promotion_items": [{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, Carbon, S", "asin": "B0BJZSGPSJ", "price": "$29.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (M, White)", "asin": "B0C2CCN94H", "price": "$48.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDM94XN", "price": "$44.98", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,7X-Large)", "asin": "B0DQLD5VVH", "price": "$45.99", "quantity": ""},
{"title": "Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Navy Blue, Dark Gray, Light Gray, White, Khaki, Blue,XX-Large)", "asin": "B0DSDSDTH3", "price": "$70.99", "quantity": ""},
{"title": "Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)", "asin": "B0DSZM7WFT", "price": "$36.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)", "asin": "B0DNFK5ZBD", "price": "$36.99", "quantity": ""},
{"title": "Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Navy Blue, Dark Gray, Light Gray, White, Khaki, Blue,XX-Large)", "asin": "B0DSDSDTH3", "price": "$70.99", "quantity": ""},
{"title": "Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)", "asin": "B0DSZM7WFT", "price": "$36.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)", "asin": "B0DQL9F82M", "price": "$45.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)", "asin": "B0DNFK5ZBD", "price": "$36.99", "quantity": ""},
{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, Carbon, S", "asin": "B0BJZSGPSJ", "price": "$29.99", "quantity": ""},
{"title": "Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, White, Light Gray, Navy Blue, Khaki,6X-Large)", "asin": "B0DRNXN4CR", "price": "$55.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDM94XN", "price": "$44.98", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:42:57.157Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:42:57.157Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:42:57.157Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2602,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV5B8XBL\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, Carbon, S\", \"asin\": \"B0BJZSGPSJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (M, White)\", \"asin\": \"B0C2CCN94H\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,7X-Large)\", \"asin\": \"B0DQLD5VVH\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Navy Blue, Dark Gray, Light Gray, White, Khaki, Blue,XX-Large)\", \"asin\": \"B0DSDSDTH3\", \"price\": \"$70.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Navy Blue, Dark Gray, Light Gray, White, Khaki, Blue,XX-Large)\", \"asin\": \"B0DSDSDTH3\", \"price\": \"$70.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, Carbon, S\", \"asin\": \"B0BJZSGPSJ\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Black, White, Light Gray, Navy Blue, Khaki,6X-Large)\", \"asin\": \"B0DRNXN4CR\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:42:57.157Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV5982KL\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Pocket T-Shirt - Mens Cotton Elastic Tees Soft Fitted Classic Tshirts Black L\", \"asin\": \"B0DC6P33KB\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (M, Black)\", \"asin\": \"B0C2CD37KH\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Royal Blue\\uff0c Light Gray\\uff0c Army Green, Blue, Haze Blue,5X-Large)\", \"asin\": \"B0DRNWMQK8\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Army Green, Navy Blue, Light Haze Blue, Dark Gray, Light Gray, White,Large)\", \"asin\": \"B0DSDSCG2C\", \"price\": \"$70.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,Large)\", \"asin\": \"B0DQLFNBZG\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (M, Black)\", \"asin\": \"B0C2CD37KH\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Medium)\", \"asin\": \"B0DSZNBF5G\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Dark Gray, White, Blue,6X-Large)\", \"asin\": \"B0DSLBFWHG\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Pocket T-Shirt - Mens Cotton Elastic Tees Soft Fitted Classic Tshirts Black L\", \"asin\": \"B0DC6P33KB\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Royal Blue\\uff0c Light Gray\\uff0c Army Green, Blue, Haze Blue,5X-Large)\", \"asin\": \"B0DRNWMQK8\", \"price\": \"$55.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:42:59.206Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:42:59.206Z
|
click
|
product_option
|
rule
|
train
| 2,603 |
2025-04-15T03:42:59.206Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "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": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)"},
{"price": "$34.99"},
{"bullet_list": "PREMIUM 100% COMBED COTTON \u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \u2714 Black (3-Pack) \u2013 A timeless wardrobe essential \u2714 Navy (3-Pack) \u2013 A sophisticated deep blue for a modern touch \u2714 White (3-Pack) \u2013 A clean, fresh look that pairs with everything \u2714 Mixed Pack (Black/Navy/White) \u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering."},
{"asin": "B0DV5982KL"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Pack of 3 White"}],
"promotion_items": [{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDM94XN", "price": "$44.98", "quantity": ""},
{"title": "Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)", "asin": "B0DSZM7WFT", "price": "$36.99", "quantity": ""},
{"title": "VEIISAR Men's Pocket T-Shirt - Mens Cotton Elastic Tees Soft Fitted Classic Tshirts Black L", "asin": "B0DC6P33KB", "price": "$19.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)", "asin": "B0DQL9F82M", "price": "$45.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (M, Black)", "asin": "B0C2CD37KH", "price": "$48.99", "quantity": ""},
{"title": "Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Royal Blue\uff0c Light Gray\uff0c Army Green, Blue, Haze Blue,5X-Large)", "asin": "B0DRNWMQK8", "price": "$55.99", "quantity": ""},
{"title": "Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Army Green, Navy Blue, Light Haze Blue, Dark Gray, Light Gray, White,Large)", "asin": "B0DSDSCG2C", "price": "$70.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,Large)", "asin": "B0DQLFNBZG", "price": "$45.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (M, Black)", "asin": "B0C2CD37KH", "price": "$48.99", "quantity": ""},
{"title": "Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Medium)", "asin": "B0DSZNBF5G", "price": "$36.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Dark Gray, White, Blue,6X-Large)", "asin": "B0DSLBFWHG", "price": "$36.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDM94XN", "price": "$44.98", "quantity": ""},
{"title": "VEIISAR Men's Pocket T-Shirt - Mens Cotton Elastic Tees Soft Fitted Classic Tshirts Black L", "asin": "B0DC6P33KB", "price": "$19.99", "quantity": ""},
{"title": "Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Royal Blue\uff0c Light Gray\uff0c Army Green, Blue, Haze Blue,5X-Large)", "asin": "B0DRNWMQK8", "price": "$55.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:42:59.206Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:42:59.206Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:42:59.206Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2603,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV5982KL\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Pocket T-Shirt - Mens Cotton Elastic Tees Soft Fitted Classic Tshirts Black L\", \"asin\": \"B0DC6P33KB\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (M, Black)\", \"asin\": \"B0C2CD37KH\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Royal Blue\\uff0c Light Gray\\uff0c Army Green, Blue, Haze Blue,5X-Large)\", \"asin\": \"B0DRNWMQK8\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Army Green, Navy Blue, Light Haze Blue, Dark Gray, Light Gray, White,Large)\", \"asin\": \"B0DSDSCG2C\", \"price\": \"$70.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,Large)\", \"asin\": \"B0DQLFNBZG\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (M, Black)\", \"asin\": \"B0C2CD37KH\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Medium)\", \"asin\": \"B0DSZNBF5G\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Dark Gray, White, Blue,6X-Large)\", \"asin\": \"B0DSLBFWHG\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Pocket T-Shirt - Mens Cotton Elastic Tees Soft Fitted Classic Tshirts Black L\", \"asin\": \"B0DC6P33KB\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 5 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Royal Blue\\uff0c Light Gray\\uff0c Army Green, Blue, Haze Blue,5X-Large)\", \"asin\": \"B0DRNWMQK8\", \"price\": \"$55.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:42:59.206Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSW7QH1\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Cool, Large)\", \"asin\": \"B0BP1QFWPH\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee Khaki XL\", \"asin\": \"B0CF5B7F3P\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)\", \"asin\": \"B0D3VKQ8ZZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"JMIERR Men's 3 Pack Cotton Hipster Hip Hop Longline Crewneck T-Shirt, Short Sleeve Gym Workout Athletic T Shirts for Men Pack,M, Black/Dark Grey/Khaki\", \"asin\": \"B0BXXR6T1Y\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Flygo 3 Pack Men Oversized T Shirts Acid Washed Unisex Tee Loose Fit Short Sleeve Casual Streetwear Baggy Basic Tops(Black+Grey+Beige S)\", \"asin\": \"B0CZL5L1QN\", \"price\": \"$32.79\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White/White/White, XX-Large)\", \"asin\": \"B08GYLBTQT\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Pink S\", \"asin\": \"B0C7L84TQH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Unisex Short Sleeve Solid Tee Loose Streetwear Baggy Washed Tops\", \"asin\": \"B0F1M8X1NX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV58CF6D\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,4X-Large)\", \"asin\": \"B0DQLDZ7H2\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Short Sleeve T-Shirts Crew Neck Casual Summer T Shirts 2 or 3 Pack Basic Tee Shirt\", \"asin\": \"B0DSC3R4PT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(Light Gray,X-Large)\", \"asin\": \"B0DR2LN4Z8\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Large, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV59YK3K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Tee Women Short Sleeve Solid Wash Top Loose Streetwear Baggy\", \"asin\": \"B0F1MB24NG\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,XX-Large)\", \"asin\": \"B0DQLBDPXN\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)\", \"asin\": \"B0D3VKQ8ZZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)\", \"asin\": \"B0CZ73ZTPC\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV58CYZB\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Unisex Short Sleeve Solid Tee Loose Streetwear Baggy Washed Tops\", \"asin\": \"B0F1M9MVNK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL\", \"asin\": \"B0C7KQFPDZ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Cotrasen Men's T-Shirts Cotton Short Sleeve T Shirts for Men UPF 50+ Moisture Wicking T-Shirt Casual Pocket Tee White L\", \"asin\": \"B0DP9MG7S8\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:43:35.540Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:43:35.540Z
|
click
|
product_option
|
rule
|
train
| 2,604 |
2025-04-15T03:43:35.540Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "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": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Men\u2019s Loose Fit Cotton T-Shirts (3-Pack) \u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout."},
{"price": "$39.99"},
{"bullet_list": "\u2714 Loose Fit for Maximum Comfort \u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \u2714 Soft & Durable Cotton Fabric \u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \u2714 No Shrink, No Fade \u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \u2714 Versatile 3-Pack Value \u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \u2714 Easy Care & Long-Lasting \u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp."},
{"asin": "B0DVSW7QH1"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Small"},
{"Color": "White Pack of 3"}],
"promotion_items": [{"title": "", "asin": "", "price": "$25.00", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Cool, Large)", "asin": "B0BP1QFWPH", "price": "$39.87", "quantity": ""},
{"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee Khaki XL", "asin": "B0CF5B7F3P", "price": "$26.99", "quantity": ""},
{"title": "4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)", "asin": "B0D3VKQ8ZZ", "price": "$39.99", "quantity": ""},
{"title": "JMIERR Men's 3 Pack Cotton Hipster Hip Hop Longline Crewneck T-Shirt, Short Sleeve Gym Workout Athletic T Shirts for Men Pack,M, Black/Dark Grey/Khaki", "asin": "B0BXXR6T1Y", "price": "$39.99", "quantity": ""},
{"title": "Flygo 3 Pack Men Oversized T Shirts Acid Washed Unisex Tee Loose Fit Short Sleeve Casual Streetwear Baggy Basic Tops(Black+Grey+Beige S)", "asin": "B0CZL5L1QN", "price": "$32.79", "quantity": ""},
{"title": "INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White/White/White, XX-Large)", "asin": "B08GYLBTQT", "price": "$57.95", "quantity": ""},
{"title": "VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Pink S", "asin": "B0C7L84TQH", "price": "$24.99", "quantity": ""},
{"title": "GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Unisex Short Sleeve Solid Tee Loose Streetwear Baggy Washed Tops", "asin": "B0F1M8X1NX", "price": "$36.99", "quantity": ""},
{"title": "USQUARED Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)", "asin": "B0DV58CF6D", "price": "$34.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,4X-Large)", "asin": "B0DQLDZ7H2", "price": "$45.99", "quantity": ""},
{"title": "4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)", "asin": "B0DS2KWFQK", "price": "$35.10", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "COOFANDY Men's Short Sleeve T-Shirts Crew Neck Casual Summer T Shirts 2 or 3 Pack Basic Tee Shirt", "asin": "B0DSC3R4PT", "price": "$34.99", "quantity": ""},
{"title": "Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(Light Gray,X-Large)", "asin": "B0DR2LN4Z8", "price": "$16.99", "quantity": ""},
{"title": "USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Large, Regular, Regular, Pack of 3 Assorted)", "asin": "B0DV59YK3K", "price": "$34.99", "quantity": ""},
{"title": "GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Tee Women Short Sleeve Solid Wash Top Loose Streetwear Baggy", "asin": "B0F1MB24NG", "price": "$36.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,XX-Large)", "asin": "B0DQLBDPXN", "price": "$45.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)", "asin": "B0DS2KWFQK", "price": "$35.10", "quantity": ""},
{"title": "4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)", "asin": "B0D3VKQ8ZZ", "price": "$39.99", "quantity": ""},
{"title": "3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)", "asin": "B0CZ73ZTPC", "price": "$34.19", "quantity": ""},
{"title": "USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)", "asin": "B0DV58CYZB", "price": "$34.99", "quantity": ""},
{"title": "GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Unisex Short Sleeve Solid Tee Loose Streetwear Baggy Washed Tops", "asin": "B0F1M9MVNK", "price": "$36.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)", "asin": "B07NHW8Z3N", "price": "$44.99", "quantity": ""},
{"title": "Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White", "asin": "B08CS3C4PT", "price": "$37.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)", "asin": "B0D7D3YX5Q", "price": "$39.99", "quantity": ""},
{"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL", "asin": "B0C7KQFPDZ", "price": "$26.99", "quantity": ""},
{"title": "Cotrasen Men's T-Shirts Cotton Short Sleeve T Shirts for Men UPF 50+ Moisture Wicking T-Shirt Casual Pocket Tee White L", "asin": "B0DP9MG7S8", "price": "$19.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:43:35.540Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:43:35.540Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:43:35.540Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2604,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSW7QH1\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Cool, Large)\", \"asin\": \"B0BP1QFWPH\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee Khaki XL\", \"asin\": \"B0CF5B7F3P\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)\", \"asin\": \"B0D3VKQ8ZZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"JMIERR Men's 3 Pack Cotton Hipster Hip Hop Longline Crewneck T-Shirt, Short Sleeve Gym Workout Athletic T Shirts for Men Pack,M, Black/Dark Grey/Khaki\", \"asin\": \"B0BXXR6T1Y\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Flygo 3 Pack Men Oversized T Shirts Acid Washed Unisex Tee Loose Fit Short Sleeve Casual Streetwear Baggy Basic Tops(Black+Grey+Beige S)\", \"asin\": \"B0CZL5L1QN\", \"price\": \"$32.79\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White/White/White, XX-Large)\", \"asin\": \"B08GYLBTQT\", \"price\": \"$57.95\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Pink S\", \"asin\": \"B0C7L84TQH\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Unisex Short Sleeve Solid Tee Loose Streetwear Baggy Washed Tops\", \"asin\": \"B0F1M8X1NX\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV58CF6D\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,4X-Large)\", \"asin\": \"B0DQLDZ7H2\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Short Sleeve T-Shirts Crew Neck Casual Summer T Shirts 2 or 3 Pack Basic Tee Shirt\", \"asin\": \"B0DSC3R4PT\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd Men's Big and Tall Shirt Short Sleeve Summer Cotton Tee Crew Neck Oversize Top Casual Loose Fit Knitted T Shirt M-7XL(Light Gray,X-Large)\", \"asin\": \"B0DR2LN4Z8\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Large, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV59YK3K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Tee Women Short Sleeve Solid Wash Top Loose Streetwear Baggy\", \"asin\": \"B0F1MB24NG\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,XX-Large)\", \"asin\": \"B0DQLBDPXN\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)\", \"asin\": \"B0D3VKQ8ZZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)\", \"asin\": \"B0CZ73ZTPC\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV58CYZB\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Unisex Short Sleeve Solid Tee Loose Streetwear Baggy Washed Tops\", \"asin\": \"B0F1M9MVNK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL\", \"asin\": \"B0C7KQFPDZ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Cotrasen Men's T-Shirts Cotton Short Sleeve T Shirts for Men UPF 50+ Moisture Wicking T-Shirt Casual Pocket Tee White L\", \"asin\": \"B0DP9MG7S8\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:43:35.540Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$69.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSTLPTP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,XX-Large)\", \"asin\": \"B0DQLBDPXN\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)\", \"asin\": \"B0D3VKQ8ZZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"KEEPSHOWING Men's Cotton T-Shirts Oversized Unisex Short Sleeve Crew Neck Loose Basic Tops Solid Athletic Tee(Navy+Grey+Black XL)\", \"asin\": \"B0CN657JHT\", \"price\": \"$28.43\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)\", \"asin\": \"B0CZ73ZTPC\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Big and Tall Cotton T-Shirts for Men, Short Sleeve V Neck Oversized Tops Casual Summer Basic Plus Size Tees(Black, White, Gray,4X-Large)\", \"asin\": \"B0DRCNHTPQ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt - Mens Premium Cotton Thick Tee Pre Shrunk Black L\", \"asin\": \"B0D5B92B5G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,4X-Large)\", \"asin\": \"B0DQLDZ7H2\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Dark Gray, White, Blue,6X-Large)\", \"asin\": \"B0DSLBFWHG\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt - Mens Premium Cotton Thick Tee Pre Shrunk Black L\", \"asin\": \"B0D5B92B5G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck Cotton T-Shirt - Thick Distressed Washed T-Shirts for Men \\uff08T2CS Black M\\uff09\", \"asin\": \"B0DWN2XJYX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)\", \"asin\": \"B0D3VKQ8ZZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)\", \"asin\": \"B0CZ73ZTPC\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Large, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV59YK3K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Tee Women Short Sleeve Solid Wash Top Loose Streetwear Baggy\", \"asin\": \"B0F1MB24NG\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,XX-Large)\", \"asin\": \"B0DQLBDPXN\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)\", \"asin\": \"B0D3VKQ8ZZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)\", \"asin\": \"B0CZ73ZTPC\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV58CYZB\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Unisex Short Sleeve Solid Tee Loose Streetwear Baggy Washed Tops\", \"asin\": \"B0F1M9MVNK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL\", \"asin\": \"B0C7KQFPDZ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Cotrasen Men's T-Shirts Cotton Short Sleeve T Shirts for Men UPF 50+ Moisture Wicking T-Shirt Casual Pocket Tee White L\", \"asin\": \"B0DP9MG7S8\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:43:58.889Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:43:58.889Z
|
click
|
review
|
rule
|
train
| 2,605 |
2025-04-15T03:43:58.889Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "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": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Men\u2019s Loose Fit Cotton T-Shirts (3-Pack) \u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout."},
{"price": "$69.99"},
{"bullet_list": "\u2714 Loose Fit for Maximum Comfort \u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \u2714 Soft & Durable Cotton Fabric \u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \u2714 No Shrink, No Fade \u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \u2714 Versatile 3-Pack Value \u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \u2714 Easy Care & Long-Lasting \u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp."},
{"asin": "B0DVSTLPTP"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Small"},
{"Color": "White Pack of 3"}],
"promotion_items": [{"title": "", "asin": "", "price": "$25.00", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,XX-Large)", "asin": "B0DQLBDPXN", "price": "$45.99", "quantity": ""},
{"title": "4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)", "asin": "B0D3VKQ8ZZ", "price": "$39.99", "quantity": ""},
{"title": "KEEPSHOWING Men's Cotton T-Shirts Oversized Unisex Short Sleeve Crew Neck Loose Basic Tops Solid Athletic Tee(Navy+Grey+Black XL)", "asin": "B0CN657JHT", "price": "$28.43", "quantity": ""},
{"title": "4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)", "asin": "B0DS2KWFQK", "price": "$35.10", "quantity": ""},
{"title": "3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)", "asin": "B0CZ73ZTPC", "price": "$34.19", "quantity": ""},
{"title": "Evervibe 3 Pack Big and Tall Cotton T-Shirts for Men, Short Sleeve V Neck Oversized Tops Casual Summer Basic Plus Size Tees(Black, White, Gray,4X-Large)", "asin": "B0DRCNHTPQ", "price": "$36.99", "quantity": ""},
{"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt - Mens Premium Cotton Thick Tee Pre Shrunk Black L", "asin": "B0D5B92B5G", "price": "$26.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,4X-Large)", "asin": "B0DQLDZ7H2", "price": "$45.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Dark Gray, White, Blue,6X-Large)", "asin": "B0DSLBFWHG", "price": "$36.99", "quantity": ""},
{"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt - Mens Premium Cotton Thick Tee Pre Shrunk Black L", "asin": "B0D5B92B5G", "price": "$26.99", "quantity": ""},
{"title": "VEIISAR Men's Heavy Weight Crew Neck Cotton T-Shirt - Thick Distressed Washed T-Shirts for Men \uff08T2CS Black M\uff09", "asin": "B0DWN2XJYX", "price": "$29.99", "quantity": ""},
{"title": "4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)", "asin": "B0DS2KWFQK", "price": "$35.10", "quantity": ""},
{"title": "4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)", "asin": "B0D3VKQ8ZZ", "price": "$39.99", "quantity": ""},
{"title": "3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)", "asin": "B0CZ73ZTPC", "price": "$34.19", "quantity": ""},
{"title": "USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Large, Regular, Regular, Pack of 3 Assorted)", "asin": "B0DV59YK3K", "price": "$34.99", "quantity": ""},
{"title": "GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Tee Women Short Sleeve Solid Wash Top Loose Streetwear Baggy", "asin": "B0F1MB24NG", "price": "$36.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,XX-Large)", "asin": "B0DQLBDPXN", "price": "$45.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)", "asin": "B0DS2KWFQK", "price": "$35.10", "quantity": ""},
{"title": "4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)", "asin": "B0D3VKQ8ZZ", "price": "$39.99", "quantity": ""},
{"title": "3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)", "asin": "B0CZ73ZTPC", "price": "$34.19", "quantity": ""},
{"title": "USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)", "asin": "B0DV58CYZB", "price": "$34.99", "quantity": ""},
{"title": "GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Unisex Short Sleeve Solid Tee Loose Streetwear Baggy Washed Tops", "asin": "B0F1M9MVNK", "price": "$36.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)", "asin": "B07NHW8Z3N", "price": "$44.99", "quantity": ""},
{"title": "Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White", "asin": "B08CS3C4PT", "price": "$37.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)", "asin": "B0D7D3YX5Q", "price": "$39.99", "quantity": ""},
{"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL", "asin": "B0C7KQFPDZ", "price": "$26.99", "quantity": ""},
{"title": "Cotrasen Men's T-Shirts Cotton Short Sleeve T Shirts for Men UPF 50+ Moisture Wicking T-Shirt Casual Pocket Tee White L", "asin": "B0DP9MG7S8", "price": "$19.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:43:58.889Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:43:58.889Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:43:58.889Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2605,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men\\u2019s Loose Fit Cotton T-Shirts (3-Pack) \\u2013 Soft, Breathable, Mens Oversized T Shirt for Gym & Daily Workout.\"},\n{\"price\": \"$69.99\"},\n{\"bullet_list\": \"\\u2714 Loose Fit for Maximum Comfort \\u2013 Oversized tshirts for men Designed for relaxed, easy movement, these loose-fit t-shirts provide a breathable and non-restrictive feel, perfect for daily wear, workouts, or lounging. \\u2714 Soft & Durable Cotton Fabric \\u2013 Made from premium 100% BCI Combed cotton, these gym oversized shirts men offer all-day comfort, superior breathability, and durability, keeping you cool and fresh. \\u2714 No Shrink, No Fade \\u2013 Pre-shrunk and fade-resistant, ensuring these Premium boxy tees for men maintain their size, shape, and color even after multiple washes. \\u2714 Versatile 3-Pack Value \\u2013 Get more for less with this pack of 3 essential heavy weight tshirts for men, ideal for layering, casual wear, or gym sessions. Available in classic colors to match any wardrobe. \\u2714 Easy Care & Long-Lasting \\u2013 Machine washable and wrinkle-resistant, these t-shirts are built to last, requiring minimal maintenance while keeping you looking sharp.\"},\n{\"asin\": \"B0DVSTLPTP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"White Pack of 3\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,XX-Large)\", \"asin\": \"B0DQLBDPXN\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)\", \"asin\": \"B0D3VKQ8ZZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"KEEPSHOWING Men's Cotton T-Shirts Oversized Unisex Short Sleeve Crew Neck Loose Basic Tops Solid Athletic Tee(Navy+Grey+Black XL)\", \"asin\": \"B0CN657JHT\", \"price\": \"$28.43\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)\", \"asin\": \"B0CZ73ZTPC\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 3 Pack Big and Tall Cotton T-Shirts for Men, Short Sleeve V Neck Oversized Tops Casual Summer Basic Plus Size Tees(Black, White, Gray,4X-Large)\", \"asin\": \"B0DRCNHTPQ\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt - Mens Premium Cotton Thick Tee Pre Shrunk Black L\", \"asin\": \"B0D5B92B5G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,4X-Large)\", \"asin\": \"B0DQLDZ7H2\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Dark Gray, White, Blue,6X-Large)\", \"asin\": \"B0DSLBFWHG\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt - Mens Premium Cotton Thick Tee Pre Shrunk Black L\", \"asin\": \"B0D5B92B5G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck Cotton T-Shirt - Thick Distressed Washed T-Shirts for Men \\uff08T2CS Black M\\uff09\", \"asin\": \"B0DWN2XJYX\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)\", \"asin\": \"B0D3VKQ8ZZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)\", \"asin\": \"B0CZ73ZTPC\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Large, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV59YK3K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Tee Women Short Sleeve Solid Wash Top Loose Streetwear Baggy\", \"asin\": \"B0F1MB24NG\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Khaki, Dark Gray,XX-Large)\", \"asin\": \"B0DQLBDPXN\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Men's Oversized T-Shirts Heavyweight Cotton Tee Crew Neck Short Sleeve T Shirts Loose Fit Basic Essential Soft Classic Tees (WTQGGYBK,L)\", \"asin\": \"B0DS2KWFQK\", \"price\": \"$35.10\", \"quantity\": \"\"},\n{\"title\": \"4 Pack Mens Oversized T Shirts Acid Wash T Shirt Loose Fit Vintage Washed Tee Shirt Short Sleeve Streetwear Casual T-Shirts(BKGYCFBG,XL)\", \"asin\": \"B0D3VKQ8ZZ\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"3 Pcs Oversized Heavy Cotton Summer T-Shirts Vintage Unisex Short Sleeves Casual Loose Basic Tops(Beige+Black+Grey L)\", \"asin\": \"B0CZ73ZTPC\", \"price\": \"$34.19\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Medium, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV58CYZB\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"GSOU SNOW 3 Pack Men Oversized T Shirts Cotton Casual Vintage Unisex Short Sleeve Solid Tee Loose Streetwear Baggy Washed Tops\", \"asin\": \"B0F1M9MVNK\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL\", \"asin\": \"B0C7KQFPDZ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Cotrasen Men's T-Shirts Cotton Short Sleeve T Shirts for Men UPF 50+ Moisture Wicking T-Shirt Casual Pocket Tee White L\", \"asin\": \"B0DP9MG7S8\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:43:58.889Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58CYZB\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Pack of 3 Assorted\"}],\n\"promotion_items\": [{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,3X-Large)\", \"asin\": \"B0DQLCZGFS\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M\", \"asin\": \"B0C7L51QGD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Dark Gray, Light Gray,Large)\", \"asin\": \"B0DPQ4MXS8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall V Neck T Shirts Short Sleeve Plus Size Tees Casual Cotton Basic Shirts with Pocket(Navy Blue, Light Gray, Light Blue,3X-Large)\", \"asin\": \"B0DR2Y2CF7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Variety Crew Neck Pack T-Shirts for Men - Soft and Fit Mens T-Shirt - Cotton Poly Blend - Pre Shrunk - XL\", \"asin\": \"B0B57SM47V\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)\", \"asin\": \"B0DS6BSR2M\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue\", \"asin\": \"B0DTHF1RXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:44:09.462Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:44:09.462Z
|
click
|
other
|
rule
|
train
| 2,606 |
2025-04-15T03:44:09.462Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "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": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)"},
{"price": "$34.99"},
{"bullet_list": "PREMIUM 100% COMBED COTTON \u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \u2714 Black (3-Pack) \u2013 A timeless wardrobe essential \u2714 Navy (3-Pack) \u2013 A sophisticated deep blue for a modern touch \u2714 White (3-Pack) \u2013 A clean, fresh look that pairs with everything \u2714 Mixed Pack (Black/Navy/White) \u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering."},
{"asin": "B0DV58CYZB"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "Pack of 3 Assorted"}],
"promotion_items": [{"title": "Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White", "asin": "B08CS3C4PT", "price": "$37.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,3X-Large)", "asin": "B0DQLCZGFS", "price": "$45.99", "quantity": ""},
{"title": "VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M", "asin": "B0C7L51QGD", "price": "$24.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Dark Gray, Light Gray,Large)", "asin": "B0DPQ4MXS8", "price": "$36.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall V Neck T Shirts Short Sleeve Plus Size Tees Casual Cotton Basic Shirts with Pocket(Navy Blue, Light Gray, Light Blue,3X-Large)", "asin": "B0DR2Y2CF7", "price": "$36.99", "quantity": ""},
{"title": "Fresh Clean Threads Variety Crew Neck Pack T-Shirts for Men - Soft and Fit Mens T-Shirt - Cotton Poly Blend - Pre Shrunk - XL", "asin": "B0B57SM47V", "price": "$76.00", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)", "asin": "B0DS6BSR2M", "price": "$36.99", "quantity": ""},
{"title": "COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue", "asin": "B0DTHF1RXY", "price": "$14.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)", "asin": "B0DQL9F82M", "price": "$45.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)", "asin": "B0DNFK5ZBD", "price": "$36.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)", "asin": "B0DSZM7WFT", "price": "$36.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)", "asin": "B0D7D3YX5Q", "price": "$39.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:44:09.462Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:44:09.462Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:44:09.462Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 2606,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58CYZB\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"Pack of 3 Assorted\"}],\n\"promotion_items\": [{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,3X-Large)\", \"asin\": \"B0DQLCZGFS\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M\", \"asin\": \"B0C7L51QGD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Dark Gray, Light Gray,Large)\", \"asin\": \"B0DPQ4MXS8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall V Neck T Shirts Short Sleeve Plus Size Tees Casual Cotton Basic Shirts with Pocket(Navy Blue, Light Gray, Light Blue,3X-Large)\", \"asin\": \"B0DR2Y2CF7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Variety Crew Neck Pack T-Shirts for Men - Soft and Fit Mens T-Shirt - Cotton Poly Blend - Pre Shrunk - XL\", \"asin\": \"B0B57SM47V\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)\", \"asin\": \"B0DS6BSR2M\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue\", \"asin\": \"B0DTHF1RXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:44:09.462Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58BJG9\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)\", \"asin\": \"B0BX4LNRLV\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, XX-Large)\", \"asin\": \"B08XTNY4PL\", \"price\": \"$25.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL\", \"asin\": \"B0C7KQFPDZ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Organic Signatures Crewneck 100% Certified Organic Cotton, Soft Shirts for Men (X-Large, White)\", \"asin\": \"B079JZ15JB\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirt Bamboo Rayon Moisture-Wicking T-Shirts Stretch V-Neck Tees for Men, 3-Pack (L, Black/White/Light Gray)\", \"asin\": \"B08QJ1F2C9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall T Shirt, Short Sleeve Pocket Cotton Tee Crew Neck Lightweight Tops Solid Loose Fit Shirts(Black, White, Light Coffee,3X-Large)\", \"asin\": \"B0DPG5RXXP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Navy, Wine Red,Large)\", \"asin\": \"B0DQQ1DQD5\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Huukeay 3 Pack Men's Big & Tall Short Sleeve Shirts, Cotton Plus Size Crew Neck Tees Basic Moisture Wicking Summer Solid Tops(Black, Dark Mix Gray, Light Mix Gray,4X-Large)\", \"asin\": \"B0DQ3X16ZV\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Black, Navy Blue, Wine Red,6X-Large)\", \"asin\": \"B0DSLDKG3V\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:44:40.519Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:44:40.519Z
|
click
|
other
|
rule
|
train
| 2,607 |
2025-04-15T03:44:40.519Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "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": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)"},
{"price": "$34.99"},
{"bullet_list": "PREMIUM 100% COMBED COTTON \u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \u2714 Black (3-Pack) \u2013 A timeless wardrobe essential \u2714 Navy (3-Pack) \u2013 A sophisticated deep blue for a modern touch \u2714 White (3-Pack) \u2013 A clean, fresh look that pairs with everything \u2714 Mixed Pack (Black/Navy/White) \u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering."},
{"asin": "B0DV58BJG9"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Small"},
{"Color": "Pack of 3 White"}],
"promotion_items": [{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)", "asin": "B07NHW8Z3N", "price": "$44.99", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)", "asin": "B0BX4LNRLV", "price": "$76.00", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, XX-Large)", "asin": "B08XTNY4PL", "price": "$25.95", "quantity": ""},
{"title": "DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)", "asin": "B0D7D3YX5Q", "price": "$39.99", "quantity": ""},
{"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL", "asin": "B0C7KQFPDZ", "price": "$26.99", "quantity": ""},
{"title": "netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)", "asin": "B0B6CXVBZ1", "price": "$23.00", "quantity": ""},
{"title": "Organic Signatures Crewneck 100% Certified Organic Cotton, Soft Shirts for Men (X-Large, White)", "asin": "B079JZ15JB", "price": "$29.95", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirt Bamboo Rayon Moisture-Wicking T-Shirts Stretch V-Neck Tees for Men, 3-Pack (L, Black/White/Light Gray)", "asin": "B08QJ1F2C9", "price": "$39.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall T Shirt, Short Sleeve Pocket Cotton Tee Crew Neck Lightweight Tops Solid Loose Fit Shirts(Black, White, Light Coffee,3X-Large)", "asin": "B0DPG5RXXP", "price": "$36.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Navy, Wine Red,Large)", "asin": "B0DQQ1DQD5", "price": "$32.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)", "asin": "B0DQL9F82M", "price": "$45.99", "quantity": ""},
{"title": "Huukeay 3 Pack Men's Big & Tall Short Sleeve Shirts, Cotton Plus Size Crew Neck Tees Basic Moisture Wicking Summer Solid Tops(Black, Dark Mix Gray, Light Mix Gray,4X-Large)", "asin": "B0DQ3X16ZV", "price": "$36.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Black, Navy Blue, Wine Red,6X-Large)", "asin": "B0DSLDKG3V", "price": "$36.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:44:40.519Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:44:40.519Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:44:40.519Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 2607,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58BJG9\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)\", \"asin\": \"B0BX4LNRLV\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, XX-Large)\", \"asin\": \"B08XTNY4PL\", \"price\": \"$25.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL\", \"asin\": \"B0C7KQFPDZ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Organic Signatures Crewneck 100% Certified Organic Cotton, Soft Shirts for Men (X-Large, White)\", \"asin\": \"B079JZ15JB\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirt Bamboo Rayon Moisture-Wicking T-Shirts Stretch V-Neck Tees for Men, 3-Pack (L, Black/White/Light Gray)\", \"asin\": \"B08QJ1F2C9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall T Shirt, Short Sleeve Pocket Cotton Tee Crew Neck Lightweight Tops Solid Loose Fit Shirts(Black, White, Light Coffee,3X-Large)\", \"asin\": \"B0DPG5RXXP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Navy, Wine Red,Large)\", \"asin\": \"B0DQQ1DQD5\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Huukeay 3 Pack Men's Big & Tall Short Sleeve Shirts, Cotton Plus Size Crew Neck Tees Basic Moisture Wicking Summer Solid Tops(Black, Dark Mix Gray, Light Mix Gray,4X-Large)\", \"asin\": \"B0DQ3X16ZV\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Black, Navy Blue, Wine Red,6X-Large)\", \"asin\": \"B0DSLDKG3V\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:44:40.519Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58BJG9\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)\", \"asin\": \"B0BX4LNRLV\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, XX-Large)\", \"asin\": \"B08XTNY4PL\", \"price\": \"$25.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL\", \"asin\": \"B0C7KQFPDZ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Organic Signatures Crewneck 100% Certified Organic Cotton, Soft Shirts for Men (X-Large, White)\", \"asin\": \"B079JZ15JB\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirt Bamboo Rayon Moisture-Wicking T-Shirts Stretch V-Neck Tees for Men, 3-Pack (L, Black/White/Light Gray)\", \"asin\": \"B08QJ1F2C9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall T Shirt, Short Sleeve Pocket Cotton Tee Crew Neck Lightweight Tops Solid Loose Fit Shirts(Black, White, Light Coffee,3X-Large)\", \"asin\": \"B0DPG5RXXP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Navy, Wine Red,Large)\", \"asin\": \"B0DQQ1DQD5\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Huukeay 3 Pack Men's Big & Tall Short Sleeve Shirts, Cotton Plus Size Crew Neck Tees Basic Moisture Wicking Summer Solid Tops(Black, Dark Mix Gray, Light Mix Gray,4X-Large)\", \"asin\": \"B0DQ3X16ZV\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Black, Navy Blue, Wine Red,6X-Large)\", \"asin\": \"B0DSLDKG3V\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:44:40.907Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:44:40.907Z
|
click
|
other
|
rule
|
train
| 2,608 |
2025-04-15T03:44:40.907Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "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": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)"},
{"price": "$34.99"},
{"bullet_list": "PREMIUM 100% COMBED COTTON \u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \u2714 Black (3-Pack) \u2013 A timeless wardrobe essential \u2714 Navy (3-Pack) \u2013 A sophisticated deep blue for a modern touch \u2714 White (3-Pack) \u2013 A clean, fresh look that pairs with everything \u2714 Mixed Pack (Black/Navy/White) \u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering."},
{"asin": "B0DV58BJG9"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Small"},
{"Color": "Pack of 3 White"}],
"promotion_items": [{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)", "asin": "B07NHW8Z3N", "price": "$44.99", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)", "asin": "B0BX4LNRLV", "price": "$76.00", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, XX-Large)", "asin": "B08XTNY4PL", "price": "$25.95", "quantity": ""},
{"title": "DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)", "asin": "B0D7D3YX5Q", "price": "$39.99", "quantity": ""},
{"title": "VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL", "asin": "B0C7KQFPDZ", "price": "$26.99", "quantity": ""},
{"title": "netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)", "asin": "B0B6CXVBZ1", "price": "$23.00", "quantity": ""},
{"title": "Organic Signatures Crewneck 100% Certified Organic Cotton, Soft Shirts for Men (X-Large, White)", "asin": "B079JZ15JB", "price": "$29.95", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirt Bamboo Rayon Moisture-Wicking T-Shirts Stretch V-Neck Tees for Men, 3-Pack (L, Black/White/Light Gray)", "asin": "B08QJ1F2C9", "price": "$39.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall T Shirt, Short Sleeve Pocket Cotton Tee Crew Neck Lightweight Tops Solid Loose Fit Shirts(Black, White, Light Coffee,3X-Large)", "asin": "B0DPG5RXXP", "price": "$36.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Navy, Wine Red,Large)", "asin": "B0DQQ1DQD5", "price": "$32.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)", "asin": "B0DQL9F82M", "price": "$45.99", "quantity": ""},
{"title": "Huukeay 3 Pack Men's Big & Tall Short Sleeve Shirts, Cotton Plus Size Crew Neck Tees Basic Moisture Wicking Summer Solid Tops(Black, Dark Mix Gray, Light Mix Gray,4X-Large)", "asin": "B0DQ3X16ZV", "price": "$36.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Black, Navy Blue, Wine Red,6X-Large)", "asin": "B0DSLDKG3V", "price": "$36.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:44:40.907Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:44:40.907Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:44:40.907Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 2608,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58BJG9\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (4 Pack, Favorites, Large)\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Crew Neck T-Shirt Pack for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T Shirts Cotton Poly, (4-Pack)\", \"asin\": \"B0BX4LNRLV\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, XX-Large)\", \"asin\": \"B08XTNY4PL\", \"price\": \"$25.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Men's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee White XXL\", \"asin\": \"B0C7KQFPDZ\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Organic Signatures Crewneck 100% Certified Organic Cotton, Soft Shirts for Men (X-Large, White)\", \"asin\": \"B079JZ15JB\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirt Bamboo Rayon Moisture-Wicking T-Shirts Stretch V-Neck Tees for Men, 3-Pack (L, Black/White/Light Gray)\", \"asin\": \"B08QJ1F2C9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall T Shirt, Short Sleeve Pocket Cotton Tee Crew Neck Lightweight Tops Solid Loose Fit Shirts(Black, White, Light Coffee,3X-Large)\", \"asin\": \"B0DPG5RXXP\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Navy, Wine Red,Large)\", \"asin\": \"B0DQQ1DQD5\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Huukeay 3 Pack Men's Big & Tall Short Sleeve Shirts, Cotton Plus Size Crew Neck Tees Basic Moisture Wicking Summer Solid Tops(Black, Dark Mix Gray, Light Mix Gray,4X-Large)\", \"asin\": \"B0DQ3X16ZV\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's V Neck 95% Cotton T-Shirts M-7xl Big Tall Regular Soft Short Sleeve Basic 2025 Summer Clothes(Black, Navy Blue, Wine Red,6X-Large)\", \"asin\": \"B0DSLDKG3V\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:44:40.907Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV59HF2W\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Classic, Large)\", \"asin\": \"B0BP1Q745P\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Clothe Co. Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall), Sand, L\", \"asin\": \"B01BJCYG2K\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,7X-Large)\", \"asin\": \"B0DQL9CTY7\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Brown, Large)\", \"asin\": \"B0BW28QG2K\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Army Green, Medium Grey, White, Black,4X-Large)\", \"asin\": \"B0DS686Q5M\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)\", \"asin\": \"B0DS6BSR2M\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,7X-Large)\", \"asin\": \"B0DQLD5VVH\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Navy Blue, Dark Gray, Light Gray, White, Khaki, Blue,Large)\", \"asin\": \"B0DSDTVLNB\", \"price\": \"$70.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Small)\", \"asin\": \"B0DRPHJT7P\", \"price\": \"$62.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:44:55.899Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:44:55.899Z
|
click
|
product_option
|
rule
|
train
| 2,609 |
2025-04-15T03:44:55.899Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "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": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)"},
{"price": "$34.99"},
{"bullet_list": "PREMIUM 100% COMBED COTTON \u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \u2714 Black (3-Pack) \u2013 A timeless wardrobe essential \u2714 Navy (3-Pack) \u2013 A sophisticated deep blue for a modern touch \u2714 White (3-Pack) \u2013 A clean, fresh look that pairs with everything \u2714 Mixed Pack (Black/Navy/White) \u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering."},
{"asin": "B0DV59HF2W"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Small"},
{"Color": "Pack of 3 White"}],
"promotion_items": [{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Classic, Large)", "asin": "B0BP1Q745P", "price": "$39.87", "quantity": ""},
{"title": "Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White", "asin": "B08CS3C4PT", "price": "$37.99", "quantity": ""},
{"title": "Clothe Co. Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall), Sand, L", "asin": "B01BJCYG2K", "price": "$19.49", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,7X-Large)", "asin": "B0DQL9CTY7", "price": "$45.99", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Brown, Large)", "asin": "B0BW28QG2K", "price": "$24.95", "quantity": ""},
{"title": "Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Army Green, Medium Grey, White, Black,4X-Large)", "asin": "B0DS686Q5M", "price": "$46.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4FXWV", "price": "$16.69", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)", "asin": "B0DS6BSR2M", "price": "$36.99", "quantity": ""},
{"title": "Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)", "asin": "B0DSZM7WFT", "price": "$36.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,7X-Large)", "asin": "B0DQLD5VVH", "price": "$45.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)", "asin": "B0DNFK5ZBD", "price": "$36.99", "quantity": ""},
{"title": "Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Navy Blue, Dark Gray, Light Gray, White, Khaki, Blue,Large)", "asin": "B0DSDTVLNB", "price": "$70.99", "quantity": ""},
{"title": "Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Small)", "asin": "B0DRPHJT7P", "price": "$62.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:44:55.899Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:44:55.899Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:44:55.899Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2609,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV59HF2W\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"Pack of 3 White\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Classic, Large)\", \"asin\": \"B0BP1Q745P\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Clothe Co. Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall), Sand, L\", \"asin\": \"B01BJCYG2K\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,7X-Large)\", \"asin\": \"B0DQL9CTY7\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Brown, Large)\", \"asin\": \"B0BW28QG2K\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Evervibe 4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear(Army Green, Medium Grey, White, Black,4X-Large)\", \"asin\": \"B0DS686Q5M\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)\", \"asin\": \"B0DS6BSR2M\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,7X-Large)\", \"asin\": \"B0DQLD5VVH\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 7 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, Navy Blue, Dark Gray, Light Gray, White, Khaki, Blue,Large)\", \"asin\": \"B0DSDTVLNB\", \"price\": \"$70.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 6 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Summer Crew Neck Oversize Top Loose Fit Shirt Multipack(Blue, Pink, Green, White, Light Gray, Dark Gray,Small)\", \"asin\": \"B0DRPHJT7P\", \"price\": \"$62.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:44:55.899Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kingsted\\nT-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L8MYTV\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw\\nMen's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPDVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"H2H\\nMens Casual Slim Fit Short Sleeve T-Shirts Soft Lightweight V-Neck/Crew-Neck Size XS to 3XL\", \"asin\": \"B071Y4XVB3\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted\\nT-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0CGQ6W51R\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's Crew Neck Hipster T Shirt - Casual Stylish Fitted Print Tees for Men\", \"asin\": \"B0CZ8YRTXL\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Runcati\\nMens Short Sleeve T-Shirts Classic Crew Neck Casual Shirt Summer Basic Lightweight Fashion Moisture Wicking Tees\", \"asin\": \"B0DNJPM65Y\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B0BW28QG2K\", \"price\": \"$24.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZSSMVZ\", \"price\": \"$89.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0BJZ9FFQ1\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirt Short Sleeve Crew Neck T-Shirts Casual Summer Classic Basic Tees\", \"asin\": \"B0DRK43GFY\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 4 left in stock - order soon.\"},\n{\"title\": \"Men's Cotton T-Shirts Crew Neck Casual Summer Shirts Short Sleeve Lightweight Tees Shirt\", \"asin\": \"B0DSTX4QLQ\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086KY66PH\", \"price\": \"$14.96\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B0787P86ZZ\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking\", \"asin\": \"B08BC4HDS2\", \"price\": \"$29.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's UPF 50+ UV Sun Protection SPF Hiking Shirt Long Sleeve Lightweight Quick Dry for Safari Travel Fishing\", \"asin\": \"B085C7P79F\", \"price\": \"$39.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's UPF 50+ UV Short Sleeve Hiking Fishing Shirt Quick Dry Cooling PFG Sun Protection Shirt for Travel Safari\", \"asin\": \"B0BCYYJ9TV\", \"price\": \"$35.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Casual Henley Shirts Classic Button Cotton Short Sleeve T-Shirt Summer Basic Solid Lightweight Tees Tops\", \"asin\": \"B0CTMDXKSQ\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L767ML\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B071JYV6K7\", \"price\": \"$13.08\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07D126W6P\", \"price\": \"$16.27\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Athletic T-Shirt Dry Fit Gym Shirts Workout Short Sleeve Quick Dry Running Sports Tops Wicking Moisture\", \"asin\": \"B0DT1H2NSR\", \"price\": \"$14.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fashion Polo Shirts Classic Short Sleeve Lightweight Button Cotton T-Shirt Casual Golf Tee Tops with Pocket\", \"asin\": \"B0CZSXF8XN\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Men's V Neck T Shirts - Casual Stylish Fitted Stretch Tees for Men\", \"asin\": \"B0B3TLLNTW\", \"price\": \"$23.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Cotton Basic Henley Shirts Summer Lightweight T-Shirts\", \"asin\": \"B0DR8DF8YH\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B56GGVP\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRMT92L\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Venice Burnout Notch Neck Tee\", \"asin\": \"B077765WMW\", \"price\": \"$20.70\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Rashguard Swim Shirt Short Sleeve UPF 50+ Sun Protection Shirt SPF Quick Dry Water Shirt\", \"asin\": \"B09YRDQRW1\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fashion Henley Shirt Classic Short/Long Sleeve Lightweight Button Cotton T-Shirt Casual Top\", \"asin\": \"B0CCDT537K\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's New Freedom Flag T-Shirt\", \"asin\": \"B08NWJDVZB\", \"price\": \"$22.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Sportstyle Left Chest Short Sleeve T-Shirt\", \"asin\": \"B077XM54L9\", \"price\": \"$16.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2RWL\", \"price\": \"$17.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN82R6J3\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BY3JZ2KN\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B076124BKM\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07NPT5RXB\", \"price\": \"$6.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Global Foundation Short Sleeve T Shirt\", \"asin\": \"B0C12G9Y7S\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts\", \"asin\": \"B08FHQVRH8\", \"price\": \"$31.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men\\u2019s Short Sleeve Graphic T-shirt Collection\", \"asin\": \"B01EKB44O2\", \"price\": \"$10.65\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828MYG9M\", \"price\": \"$29.20\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack\", \"asin\": \"B074XY2K7M\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch\", \"asin\": \"B08D6V4K3L\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Performance Tee, Fishing T-Shirt\", \"asin\": \"B0C6W3PDWP\", \"price\": \"$25.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$26.01\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Topwater Short Sleeve T-Shirt\", \"asin\": \"B079TH2VHD\", \"price\": \"$18.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men\", \"asin\": \"B0DGPMPDSK\", \"price\": \"$5.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:45:55.180Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:45:55.180Z
|
click_product
|
B0D2PJH88X
|
rule
|
train
| 2,610 |
2025-04-15T03:45:55.180Z
|
click_product
|
B0D2PJH88X
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "Kingsted\nT-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B09T5ZZC4X", "price": "$39.87", "quantity": ""},
{"title": "VEIISAR\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L8MYTV", "price": "$24.99", "quantity": ""},
{"title": "netdraw\nMen's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt", "asin": "B0B6CXVBZ1", "price": "$23.00", "quantity": ""},
{"title": "Comfneat\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBPDVQN", "price": "$26.99", "quantity": ""},
{"title": "H2H\nMens Casual Slim Fit Short Sleeve T-Shirts Soft Lightweight V-Neck/Crew-Neck Size XS to 3XL", "asin": "B071Y4XVB3", "price": "$16.99", "quantity": ""},
{"title": "Kingsted\nT-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B0CGQ6W51R", "price": "$39.87", "quantity": ""},
{"title": "VEIISAR\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L5L9MG", "price": "$24.99", "quantity": ""},
{"title": "KLIEGOU\nMen's Crew Neck Hipster T Shirt - Casual Stylish Fitted Print Tees for Men", "asin": "B0CZ8YRTXL", "price": "$25.99", "quantity": ""},
{"title": "Runcati\nMens Short Sleeve T-Shirts Classic Crew Neck Casual Shirt Summer Basic Lightweight Fashion Moisture Wicking Tees", "asin": "B0DNJPM65Y", "price": "$14.99", "quantity": ""},
{"title": "INTO THE AM\nMens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B0BW28QG2K", "price": "$24.95", "quantity": ""}],
"ads": [{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL", "asin": "B0CCT3WHSS"}],
"search_results": [{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0BJZSSMVZ", "price": "$89.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B09T5ZZC4X", "price": "$39.87", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Workout Shirts for Men - Dry-Fit Gym Shirts Men \u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes", "asin": "B0BJZ9FFQ1", "price": "$34.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's T Shirt Short Sleeve Crew Neck T-Shirts Casual Summer Classic Basic Tees", "asin": "B0DRK43GFY", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 17 Only 4 left in stock - order soon."},
{"title": "Men's Cotton T-Shirts Crew Neck Casual Summer Shirts Short Sleeve Lightweight Tees Shirt", "asin": "B0DSTX4QLQ", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B086KY66PH", "price": "$14.96", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B0787P86ZZ", "price": "$19.97", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2NQ9VQ", "price": "$19.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking", "asin": "B08BC4HDS2", "price": "$29.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack", "asin": "B0D2PJH88X", "price": "$21.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's UPF 50+ UV Sun Protection SPF Hiking Shirt Long Sleeve Lightweight Quick Dry for Safari Travel Fishing", "asin": "B085C7P79F", "price": "$39.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's UPF 50+ UV Short Sleeve Hiking Fishing Shirt Quick Dry Cooling PFG Sun Protection Shirt for Travel Safari", "asin": "B0BCYYJ9TV", "price": "$35.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Casual Henley Shirts Classic Button Cotton Short Sleeve T-Shirt Summer Basic Solid Lightweight Tees Tops", "asin": "B0CTMDXKSQ", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L767ML", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B07NHW8Z3N", "price": "$44.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B071JYV6K7", "price": "$13.08", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt", "asin": "B07D126W6P", "price": "$16.27", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "5 Pack Men\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk", "asin": "B07VTSD48H", "price": "$39.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Athletic T-Shirt Dry Fit Gym Shirts Workout Short Sleeve Quick Dry Running Sports Tops Wicking Moisture", "asin": "B0DT1H2NSR", "price": "$14.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Fashion Polo Shirts Classic Short Sleeve Lightweight Button Cotton T-Shirt Casual Golf Tee Tops with Pocket", "asin": "B0CZSXF8XN", "price": "$27.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Men's V Neck T Shirts - Casual Stylish Fitted Stretch Tees for Men", "asin": "B0B3TLLNTW", "price": "$23.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Short Sleeve Shirts Casual Cotton Basic Henley Shirts Summer Lightweight T-Shirts", "asin": "B0DR8DF8YH", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B56GGVP", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "5 Pack: Men\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops", "asin": "B07DRMT92L", "price": "$34.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Venice Burnout Notch Neck Tee", "asin": "B077765WMW", "price": "$20.70", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack", "asin": "B08N5GW2DP", "price": "$10.62", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Rashguard Swim Shirt Short Sleeve UPF 50+ Sun Protection Shirt SPF Quick Dry Water Shirt", "asin": "B09YRDQRW1", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Fashion Henley Shirt Classic Short/Long Sleeve Lightweight Button Cotton T-Shirt Casual Top", "asin": "B0CCDT537K", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT3YV2K", "price": "$49.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)", "asin": "B01MYWGRYW", "price": "$14.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt", "asin": "B0B6CXVBZ1", "price": "$23.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's New Freedom Flag T-Shirt", "asin": "B08NWJDVZB", "price": "$22.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Sportstyle Left Chest Short Sleeve T-Shirt", "asin": "B077XM54L9", "price": "$16.97", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09T3S7Y3W", "price": "$12.60", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack", "asin": "B09TPLMG4S", "price": "$12.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,", "asin": "B071WY2RWL", "price": "$17.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt", "asin": "B0000ANHSZ", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07GBX9YH6", "price": "$49.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt", "asin": "B0CN82R6J3", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Originals Lightweight Tri-Blend Crewneck T-Shirts", "asin": "B0BY3JZ2KN", "price": "$4.39", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts", "asin": "B0CSWGBR4L", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B076124BKM", "price": "$10.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall", "asin": "B00NOY2W0U", "price": "$9.22", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt", "asin": "B07NPT5RXB", "price": "$6.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Global Foundation Short Sleeve T Shirt", "asin": "B0C12G9Y7S", "price": "$18.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors", "asin": "B00LSRU2JS", "price": "$14.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTM65LN", "price": "$24.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts", "asin": "B08FHQVRH8", "price": "$31.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men\u2019s Short Sleeve Graphic T-shirt Collection", "asin": "B01EKB44O2", "price": "$10.65", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828MYG9M", "price": "$29.20", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack", "asin": "B01M2ZHP00", "delivery": ""},
{"title": "Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt", "asin": "B07HRFW1GZ", "price": "$17.14", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack", "asin": "B0BHX6W3SJ", "price": "$28.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Premium Crew Tee", "asin": "B00QFRWL9A", "price": "$9.99", "delivery": "FREE delivery Apr 18 - 21 for Prime members"},
{"title": "Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts", "asin": "B08SQ6HHSG", "price": "$27.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack", "asin": "B074XY2K7M", "price": "$18.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch", "asin": "B08D6V4K3L", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Performance Tee, Fishing T-Shirt", "asin": "B0C6W3PDWP", "price": "$25.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Park Short Sleeve T Shirt", "asin": "B08WT2YR61", "price": "$26.01", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Topwater Short Sleeve T-Shirt", "asin": "B079TH2VHD", "price": "$18.53", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Stretch T-Shirts, Multipack", "asin": "B084HFQXHJ", "price": "$19.04", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men", "asin": "B0DGPMPDSK", "price": "$5.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:45:55.180Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:45:55.180Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D2PJH88X\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:45:55.180Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D2PJH88X\",}</answer>",
"index": 2610,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": 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Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's New Freedom Flag T-Shirt\", \"asin\": \"B08NWJDVZB\", \"price\": \"$22.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Sportstyle Left Chest Short Sleeve T-Shirt\", \"asin\": \"B077XM54L9\", \"price\": \"$16.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2RWL\", \"price\": \"$17.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN82R6J3\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BY3JZ2KN\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B076124BKM\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07NPT5RXB\", \"price\": \"$6.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Global Foundation Short Sleeve T Shirt\", \"asin\": \"B0C12G9Y7S\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts\", \"asin\": \"B08FHQVRH8\", \"price\": \"$31.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men\\u2019s Short Sleeve Graphic T-shirt Collection\", \"asin\": \"B01EKB44O2\", \"price\": \"$10.65\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828MYG9M\", \"price\": \"$29.20\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack\", \"asin\": \"B074XY2K7M\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch\", \"asin\": \"B08D6V4K3L\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Performance Tee, Fishing T-Shirt\", \"asin\": \"B0C6W3PDWP\", \"price\": \"$25.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$26.01\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Topwater Short Sleeve T-Shirt\", \"asin\": \"B079TH2VHD\", \"price\": \"$18.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men\", \"asin\": \"B0DGPMPDSK\", \"price\": \"$5.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:45:55.180Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kingsted\\nT-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L8MYTV\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw\\nMen's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPDVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"H2H\\nMens Casual Slim Fit Short Sleeve T-Shirts Soft Lightweight V-Neck/Crew-Neck Size XS to 3XL\", \"asin\": \"B071Y4XVB3\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted\\nT-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0CGQ6W51R\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's Crew Neck Hipster T Shirt - Casual Stylish Fitted Print Tees for Men\", \"asin\": \"B0CZ8YRTXL\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Runcati\\nMens Short Sleeve T-Shirts Classic Crew Neck Casual Shirt Summer Basic Lightweight Fashion Moisture Wicking Tees\", \"asin\": \"B0DNJPM65Y\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B0BW28QG2K\", \"price\": \"$24.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZSSMVZ\", \"price\": \"$89.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0BJZ9FFQ1\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirt Short Sleeve Crew Neck T-Shirts Casual Summer Classic Basic Tees\", \"asin\": \"B0DRK43GFY\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 4 left in stock - order soon.\"},\n{\"title\": \"Men's Cotton T-Shirts Crew Neck Casual Summer Shirts Short Sleeve Lightweight Tees Shirt\", \"asin\": \"B0DSTX4QLQ\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086KY66PH\", \"price\": \"$14.96\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B0787P86ZZ\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking\", \"asin\": \"B08BC4HDS2\", \"price\": \"$29.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's UPF 50+ UV Sun Protection SPF Hiking Shirt Long Sleeve Lightweight Quick Dry for Safari Travel Fishing\", \"asin\": \"B085C7P79F\", \"price\": \"$39.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's UPF 50+ UV Short Sleeve Hiking Fishing Shirt Quick Dry Cooling PFG Sun Protection Shirt for Travel Safari\", \"asin\": \"B0BCYYJ9TV\", \"price\": \"$35.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Casual Henley Shirts Classic Button Cotton Short Sleeve T-Shirt Summer Basic Solid Lightweight Tees Tops\", \"asin\": \"B0CTMDXKSQ\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L767ML\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B071JYV6K7\", \"price\": \"$13.08\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07D126W6P\", \"price\": \"$16.27\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Athletic T-Shirt Dry Fit Gym Shirts Workout Short Sleeve Quick Dry Running Sports Tops Wicking Moisture\", \"asin\": \"B0DT1H2NSR\", \"price\": \"$14.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fashion Polo Shirts Classic Short Sleeve Lightweight Button Cotton T-Shirt Casual Golf Tee Tops with Pocket\", \"asin\": \"B0CZSXF8XN\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Men's V Neck T Shirts - Casual Stylish Fitted Stretch Tees for Men\", \"asin\": \"B0B3TLLNTW\", \"price\": \"$23.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Cotton Basic Henley Shirts Summer Lightweight T-Shirts\", \"asin\": \"B0DR8DF8YH\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B56GGVP\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRMT92L\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Venice Burnout Notch Neck Tee\", \"asin\": \"B077765WMW\", \"price\": \"$20.70\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Rashguard Swim Shirt Short Sleeve UPF 50+ Sun Protection Shirt SPF Quick Dry Water Shirt\", \"asin\": \"B09YRDQRW1\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fashion Henley Shirt Classic Short/Long Sleeve Lightweight Button Cotton T-Shirt Casual Top\", \"asin\": \"B0CCDT537K\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's New Freedom Flag T-Shirt\", \"asin\": \"B08NWJDVZB\", \"price\": \"$22.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Sportstyle Left Chest Short Sleeve T-Shirt\", \"asin\": \"B077XM54L9\", \"price\": \"$16.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2RWL\", \"price\": \"$17.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN82R6J3\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BY3JZ2KN\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B076124BKM\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07NPT5RXB\", \"price\": \"$6.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Global Foundation Short Sleeve T Shirt\", \"asin\": \"B0C12G9Y7S\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts\", \"asin\": \"B08FHQVRH8\", \"price\": \"$31.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men\\u2019s Short Sleeve Graphic T-shirt Collection\", \"asin\": \"B01EKB44O2\", \"price\": \"$10.65\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828MYG9M\", \"price\": \"$29.20\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack\", \"asin\": \"B074XY2K7M\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch\", \"asin\": \"B08D6V4K3L\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Performance Tee, Fishing T-Shirt\", \"asin\": \"B0C6W3PDWP\", \"price\": \"$25.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$26.01\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Topwater Short Sleeve T-Shirt\", \"asin\": \"B079TH2VHD\", \"price\": \"$18.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men\", \"asin\": \"B0DGPMPDSK\", \"price\": \"$5.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:46:12.393Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:46:12.393Z
|
click
|
filter
|
rule
|
train
| 2,611 |
2025-04-15T03:46:12.393Z
|
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 UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "Kingsted\nT-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B09T5ZZC4X", "price": "$39.87", "quantity": ""},
{"title": "VEIISAR\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L8MYTV", "price": "$24.99", "quantity": ""},
{"title": "netdraw\nMen's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt", "asin": "B0B6CXVBZ1", "price": "$23.00", "quantity": ""},
{"title": "Comfneat\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBPDVQN", "price": "$26.99", "quantity": ""},
{"title": "H2H\nMens Casual Slim Fit Short Sleeve T-Shirts Soft Lightweight V-Neck/Crew-Neck Size XS to 3XL", "asin": "B071Y4XVB3", "price": "$16.99", "quantity": ""},
{"title": "Kingsted\nT-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B0CGQ6W51R", "price": "$39.87", "quantity": ""},
{"title": "VEIISAR\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L5L9MG", "price": "$24.99", "quantity": ""},
{"title": "KLIEGOU\nMen's Crew Neck Hipster T Shirt - Casual Stylish Fitted Print Tees for Men", "asin": "B0CZ8YRTXL", "price": "$25.99", "quantity": ""},
{"title": "Runcati\nMens Short Sleeve T-Shirts Classic Crew Neck Casual Shirt Summer Basic Lightweight Fashion Moisture Wicking Tees", "asin": "B0DNJPM65Y", "price": "$14.99", "quantity": ""},
{"title": "INTO THE AM\nMens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B0BW28QG2K", "price": "$24.95", "quantity": ""}],
"ads": [{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL", "asin": "B0CCT3WHSS"}],
"search_results": [{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0BJZSSMVZ", "price": "$89.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B09T5ZZC4X", "price": "$39.87", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Workout Shirts for Men - Dry-Fit Gym Shirts Men \u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes", "asin": "B0BJZ9FFQ1", "price": "$34.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's T Shirt Short Sleeve Crew Neck T-Shirts Casual Summer Classic Basic Tees", "asin": "B0DRK43GFY", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 17 Only 4 left in stock - order soon."},
{"title": "Men's Cotton T-Shirts Crew Neck Casual Summer Shirts Short Sleeve Lightweight Tees Shirt", "asin": "B0DSTX4QLQ", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B086KY66PH", "price": "$14.96", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B0787P86ZZ", "price": "$19.97", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2NQ9VQ", "price": "$19.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking", "asin": "B08BC4HDS2", "price": "$29.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack", "asin": "B0D2PJH88X", "price": "$21.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's UPF 50+ UV Sun Protection SPF Hiking Shirt Long Sleeve Lightweight Quick Dry for Safari Travel Fishing", "asin": "B085C7P79F", "price": "$39.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's UPF 50+ UV Short Sleeve Hiking Fishing Shirt Quick Dry Cooling PFG Sun Protection Shirt for Travel Safari", "asin": "B0BCYYJ9TV", "price": "$35.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Casual Henley Shirts Classic Button Cotton Short Sleeve T-Shirt Summer Basic Solid Lightweight Tees Tops", "asin": "B0CTMDXKSQ", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L767ML", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B07NHW8Z3N", "price": "$44.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B071JYV6K7", "price": "$13.08", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt", "asin": "B07D126W6P", "price": "$16.27", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "5 Pack Men\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk", "asin": "B07VTSD48H", "price": "$39.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Athletic T-Shirt Dry Fit Gym Shirts Workout Short Sleeve Quick Dry Running Sports Tops Wicking Moisture", "asin": "B0DT1H2NSR", "price": "$14.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Fashion Polo Shirts Classic Short Sleeve Lightweight Button Cotton T-Shirt Casual Golf Tee Tops with Pocket", "asin": "B0CZSXF8XN", "price": "$27.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Men's V Neck T Shirts - Casual Stylish Fitted Stretch Tees for Men", "asin": "B0B3TLLNTW", "price": "$23.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Short Sleeve Shirts Casual Cotton Basic Henley Shirts Summer Lightweight T-Shirts", "asin": "B0DR8DF8YH", "price": "$19.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B56GGVP", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "5 Pack: Men\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops", "asin": "B07DRMT92L", "price": "$34.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Venice Burnout Notch Neck Tee", "asin": "B077765WMW", "price": "$20.70", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack", "asin": "B08N5GW2DP", "price": "$10.62", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Rashguard Swim Shirt Short Sleeve UPF 50+ Sun Protection Shirt SPF Quick Dry Water Shirt", "asin": "B09YRDQRW1", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Fashion Henley Shirt Classic Short/Long Sleeve Lightweight Button Cotton T-Shirt Casual Top", "asin": "B0CCDT537K", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT3YV2K", "price": "$49.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)", "asin": "B01MYWGRYW", "price": "$14.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt", "asin": "B0B6CXVBZ1", "price": "$23.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's New Freedom Flag T-Shirt", "asin": "B08NWJDVZB", "price": "$22.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Sportstyle Left Chest Short Sleeve T-Shirt", "asin": "B077XM54L9", "price": "$16.97", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09T3S7Y3W", "price": "$12.60", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack", "asin": "B09TPLMG4S", "price": "$12.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,", "asin": "B071WY2RWL", "price": "$17.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt", "asin": "B0000ANHSZ", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07GBX9YH6", "price": "$49.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt", "asin": "B0CN82R6J3", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Originals Lightweight Tri-Blend Crewneck T-Shirts", "asin": "B0BY3JZ2KN", "price": "$4.39", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts", "asin": "B0CSWGBR4L", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B076124BKM", "price": "$10.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall", "asin": "B00NOY2W0U", "price": "$9.22", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt", "asin": "B07NPT5RXB", "price": "$6.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Global Foundation Short Sleeve T Shirt", "asin": "B0C12G9Y7S", "price": "$18.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors", "asin": "B00LSRU2JS", "price": "$14.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTM65LN", "price": "$24.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts", "asin": "B08FHQVRH8", "price": "$31.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men\u2019s Short Sleeve Graphic T-shirt Collection", "asin": "B01EKB44O2", "price": "$10.65", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828MYG9M", "price": "$29.20", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack", "asin": "B01M2ZHP00", "delivery": ""},
{"title": "Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt", "asin": "B07HRFW1GZ", "price": "$17.14", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack", "asin": "B0BHX6W3SJ", "price": "$28.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Premium Crew Tee", "asin": "B00QFRWL9A", "price": "$9.99", "delivery": "FREE delivery Apr 18 - 21 for Prime members"},
{"title": "Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts", "asin": "B08SQ6HHSG", "price": "$27.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack", "asin": "B074XY2K7M", "price": "$18.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch", "asin": "B08D6V4K3L", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Performance Tee, Fishing T-Shirt", "asin": "B0C6W3PDWP", "price": "$25.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Park Short Sleeve T Shirt", "asin": "B08WT2YR61", "price": "$26.01", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Topwater Short Sleeve T-Shirt", "asin": "B079TH2VHD", "price": "$18.53", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Stretch T-Shirts, Multipack", "asin": "B084HFQXHJ", "price": "$19.04", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men", "asin": "B0DGPMPDSK", "price": "$5.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:46:12.393Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:46:12.393Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:46:12.393Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"index": 2611,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kingsted\\nT-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L8MYTV\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw\\nMen's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPDVQN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"H2H\\nMens Casual Slim Fit Short Sleeve T-Shirts Soft Lightweight V-Neck/Crew-Neck Size XS to 3XL\", \"asin\": \"B071Y4XVB3\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted\\nT-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B0CGQ6W51R\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's Crew Neck Hipster T Shirt - Casual Stylish Fitted Print Tees for Men\", \"asin\": \"B0CZ8YRTXL\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Runcati\\nMens Short Sleeve T-Shirts Classic Crew Neck Casual Shirt Summer Basic Lightweight Fashion Moisture Wicking Tees\", \"asin\": \"B0DNJPM65Y\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B0BW28QG2K\", \"price\": \"$24.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZSSMVZ\", \"price\": \"$89.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B09T5ZZC4X\", \"price\": \"$39.87\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Workout Shirts for Men - Dry-Fit Gym Shirts Men \\u2013 Lightweight Athletic Tops, Quick-Dry Mens Workout Clothes\", \"asin\": \"B0BJZ9FFQ1\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirt Short Sleeve Crew Neck T-Shirts Casual Summer Classic Basic Tees\", \"asin\": \"B0DRK43GFY\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 4 left in stock - order soon.\"},\n{\"title\": \"Men's Cotton T-Shirts Crew Neck Casual Summer Shirts Short Sleeve Lightweight Tees Shirt\", \"asin\": \"B0DSTX4QLQ\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086KY66PH\", \"price\": \"$14.96\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B0787P86ZZ\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking\", \"asin\": \"B08BC4HDS2\", \"price\": \"$29.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's UPF 50+ UV Sun Protection SPF Hiking Shirt Long Sleeve Lightweight Quick Dry for Safari Travel Fishing\", \"asin\": \"B085C7P79F\", \"price\": \"$39.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's UPF 50+ UV Short Sleeve Hiking Fishing Shirt Quick Dry Cooling PFG Sun Protection Shirt for Travel Safari\", \"asin\": \"B0BCYYJ9TV\", \"price\": \"$35.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Casual Henley Shirts Classic Button Cotton Short Sleeve T-Shirt Summer Basic Solid Lightweight Tees Tops\", \"asin\": \"B0CTMDXKSQ\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L767ML\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B071JYV6K7\", \"price\": \"$13.08\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07D126W6P\", \"price\": \"$16.27\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Athletic T-Shirt Dry Fit Gym Shirts Workout Short Sleeve Quick Dry Running Sports Tops Wicking Moisture\", \"asin\": \"B0DT1H2NSR\", \"price\": \"$14.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fashion Polo Shirts Classic Short Sleeve Lightweight Button Cotton T-Shirt Casual Golf Tee Tops with Pocket\", \"asin\": \"B0CZSXF8XN\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Men's V Neck T Shirts - Casual Stylish Fitted Stretch Tees for Men\", \"asin\": \"B0B3TLLNTW\", \"price\": \"$23.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Short Sleeve Shirts Casual Cotton Basic Henley Shirts Summer Lightweight T-Shirts\", \"asin\": \"B0DR8DF8YH\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B56GGVP\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRMT92L\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Venice Burnout Notch Neck Tee\", \"asin\": \"B077765WMW\", \"price\": \"$20.70\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Rashguard Swim Shirt Short Sleeve UPF 50+ Sun Protection Shirt SPF Quick Dry Water Shirt\", \"asin\": \"B09YRDQRW1\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fashion Henley Shirt Classic Short/Long Sleeve Lightweight Button Cotton T-Shirt Casual Top\", \"asin\": \"B0CCDT537K\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's New Freedom Flag T-Shirt\", \"asin\": \"B08NWJDVZB\", \"price\": \"$22.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Sportstyle Left Chest Short Sleeve T-Shirt\", \"asin\": \"B077XM54L9\", \"price\": \"$16.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2RWL\", \"price\": \"$17.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN82R6J3\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BY3JZ2KN\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B076124BKM\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07NPT5RXB\", \"price\": \"$6.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Global Foundation Short Sleeve T Shirt\", \"asin\": \"B0C12G9Y7S\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts\", \"asin\": \"B08FHQVRH8\", \"price\": \"$31.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men\\u2019s Short Sleeve Graphic T-shirt Collection\", \"asin\": \"B01EKB44O2\", \"price\": \"$10.65\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828MYG9M\", \"price\": \"$29.20\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack\", \"asin\": \"B074XY2K7M\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch\", \"asin\": \"B08D6V4K3L\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Performance Tee, Fishing T-Shirt\", \"asin\": \"B0C6W3PDWP\", \"price\": \"$25.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$26.01\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Topwater Short Sleeve T-Shirt\", \"asin\": \"B079TH2VHD\", \"price\": \"$18.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men\", \"asin\": \"B0DGPMPDSK\", \"price\": \"$5.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:46:12.393Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"with the milk fathers day T-Shirt\", \"asin\": \"B0DP5DP3BM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ8TLJK\", \"price\": \"$16.69\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRQ1MQG\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPNXVC\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086KY66PH\", \"price\": \"$14.96\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B0787P86ZZ\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking\", \"asin\": \"B08BC4HDS2\", \"price\": \"$29.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 3 left in stock - order soon.\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dry Fit Moisture Wicking 3 & 5 Pack Tech Performance Mesh Quick Dry Active Athletic Crew T Shirts\", \"asin\": \"B0BWDCZG98\", \"price\": \"$32.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4-5 Pack Men's Dry Fit T Shirt Moisture Wicking Athletic Tees Exercise Fitness Activewear Short Sleeves Gym Workout Top\", \"asin\": \"B098X55FYM\", \"price\": \"$30.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B071JYV6K7\", \"price\": \"$13.08\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07D126W6P\", \"price\": \"$16.27\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear\", \"asin\": \"B0DS6BYC32\", \"price\": \"$46.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Short Sleeve Crewneck Tees for Men Slim Fit T-Shirts 3 or 5 Pack\", \"asin\": \"B0DFFW8QSX\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ69FFQX\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 24 - May 2 Or fastest delivery Apr 18 - 22\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B56GGVP\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRMT92L\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Venice Burnout Notch Neck Tee\", \"asin\": \"B077765WMW\", \"price\": \"$20.70\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4VXZZZT\", \"price\": \"$37.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee\", \"asin\": \"B092LP3RXN\", \"price\": \"$19.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's New Freedom Flag T-Shirt\", \"asin\": \"B08NWJDVZB\", \"price\": \"$22.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Sportstyle Left Chest Short Sleeve T-Shirt\", \"asin\": \"B077XM54L9\", \"price\": \"$16.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2RWL\", \"price\": \"$17.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN82R6J3\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BY3JZ2KN\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07NPT5RXB\", \"price\": \"$6.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612XWR9\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Global Foundation Short Sleeve T Shirt\", \"asin\": \"B0C12G9Y7S\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men\\u2019s Short Sleeve Graphic T-shirt Collection\", \"asin\": \"B01EKB44O2\", \"price\": \"$10.65\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts\", \"asin\": \"B08FHQVRH8\", \"price\": \"$31.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828MYG9M\", \"price\": \"$29.20\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack\", \"asin\": \"B074XY2K7M\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch\", \"asin\": \"B08D6V4K3L\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$26.01\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Performance Tee, Fishing T-Shirt\", \"asin\": \"B0C6W3PDWP\", \"price\": \"$25.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultimate Crewneck T-Shirt\", \"asin\": \"B0BNK2P4F4\", \"price\": \"$8.90\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men\", \"asin\": \"B0DGPMPDSK\", \"price\": \"$5.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:46:40.366Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:46:40.366Z
|
click_product
|
B07PSMD1M1
|
rule
|
train
| 2,612 |
2025-04-15T03:46:40.366Z
|
click_product
|
B07PSMD1M1
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL", "asin": "B0CCT3WHSS"}],
"search_results": [{"title": "with the milk fathers day T-Shirt", "asin": "B0DP5DP3BM", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B07PSMD1M1", "price": "$39.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt", "asin": "B0BZJ8TLJK", "price": "$16.69", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "5 Pack: Men\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops", "asin": "B07DRQ1MQG", "price": "$34.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBPNXVC", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B086KY66PH", "price": "$14.96", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B0787P86ZZ", "price": "$19.97", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2NQ9VQ", "price": "$19.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking", "asin": "B08BC4HDS2", "price": "$29.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack", "asin": "B0D2PJH88X", "price": "$21.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)", "asin": "B0DV59459L", "price": "$34.99", "delivery": "FREE delivery Thu, Apr 17 Only 3 left in stock - order soon."},
{"title": "Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L5L9MG", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Dry Fit Moisture Wicking 3 & 5 Pack Tech Performance Mesh Quick Dry Active Athletic Crew T Shirts", "asin": "B0BWDCZG98", "price": "$32.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "4-5 Pack Men's Dry Fit T Shirt Moisture Wicking Athletic Tees Exercise Fitness Activewear Short Sleeves Gym Workout Top", "asin": "B098X55FYM", "price": "$30.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B07NHW8Z3N", "price": "$44.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B071JYV6K7", "price": "$13.08", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt", "asin": "B07D126W6P", "price": "$16.27", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "5 Pack Men\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk", "asin": "B07VTSD48H", "price": "$39.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear", "asin": "B0DS6BYC32", "price": "$46.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Short Sleeve Crewneck Tees for Men Slim Fit T-Shirts 3 or 5 Pack", "asin": "B0DFFW8QSX", "price": "$34.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DQL9F82M", "price": "$45.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees", "asin": "B0DZ69FFQX", "price": "$59.99", "delivery": "$5.98 delivery Apr 24 - May 2 Or fastest delivery Apr 18 - 22"},
{"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B56GGVP", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "5 Pack: Men\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops", "asin": "B07DRMT92L", "price": "$34.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Venice Burnout Notch Neck Tee", "asin": "B077765WMW", "price": "$20.70", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack", "asin": "B08N5GW2DP", "price": "$10.62", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D4VXZZZT", "price": "$37.00", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee", "asin": "B092LP3RXN", "price": "$19.53", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)", "asin": "B01MYWGRYW", "price": "$14.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT3YV2K", "price": "$49.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt", "asin": "B0B6CXVBZ1", "price": "$23.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's New Freedom Flag T-Shirt", "asin": "B08NWJDVZB", "price": "$22.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09T3S7Y3W", "price": "$12.60", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Sportstyle Left Chest Short Sleeve T-Shirt", "asin": "B077XM54L9", "price": "$16.97", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack", "asin": "B09TPLMG4S", "price": "$12.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,", "asin": "B071WY2RWL", "price": "$17.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt", "asin": "B0000ANHSZ", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07GBX9YH6", "price": "$49.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt", "asin": "B0CN82R6J3", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Originals Lightweight Tri-Blend Crewneck T-Shirts", "asin": "B0BY3JZ2KN", "price": "$4.39", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts", "asin": "B0CSWGBR4L", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall", "asin": "B00NOY2W0U", "price": "$9.22", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt", "asin": "B07NPT5RXB", "price": "$6.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B07612XWR9", "price": "$10.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Global Foundation Short Sleeve T Shirt", "asin": "B0C12G9Y7S", "price": "$18.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors", "asin": "B00LSRU2JS", "price": "$14.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTM65LN", "price": "$24.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men\u2019s Short Sleeve Graphic T-shirt Collection", "asin": "B01EKB44O2", "price": "$10.65", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts", "asin": "B08FHQVRH8", "price": "$31.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828MYG9M", "price": "$29.20", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Premium Crew Tee", "asin": "B00QFRWL9A", "price": "$9.99", "delivery": "FREE delivery Apr 18 - 21 for Prime members"},
{"title": "Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack", "asin": "B0BHX6W3SJ", "price": "$28.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack", "asin": "B01M2ZHP00", "delivery": ""},
{"title": "Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt", "asin": "B07HRFW1GZ", "price": "$17.14", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts", "asin": "B08SQ6HHSG", "price": "$27.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack", "asin": "B074XY2K7M", "price": "$18.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch", "asin": "B08D6V4K3L", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Park Short Sleeve T Shirt", "asin": "B08WT2YR61", "price": "$26.01", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Performance Tee, Fishing T-Shirt", "asin": "B0C6W3PDWP", "price": "$25.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Ultimate Crewneck T-Shirt", "asin": "B0BNK2P4F4", "price": "$8.90", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men", "asin": "B0DGPMPDSK", "price": "$5.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Stretch T-Shirts, Multipack", "asin": "B084HFQXHJ", "price": "$19.04", "delivery": "Two-Day FREE delivery Wed, Apr 16"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:46:40.366Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:46:40.366Z\",\"action\": \"click_product\",\"acion_argument\": \"B07PSMD1M1\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:46:40.366Z\",\"action\": \"click_product\",\"acion_argument\": \"B07PSMD1M1\",}</answer>",
"index": 2612,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"with the milk fathers day T-Shirt\", \"asin\": \"B0DP5DP3BM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ8TLJK\", \"price\": \"$16.69\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRQ1MQG\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPNXVC\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086KY66PH\", \"price\": \"$14.96\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B0787P86ZZ\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking\", \"asin\": \"B08BC4HDS2\", \"price\": \"$29.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 3 left in stock - order soon.\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dry Fit Moisture Wicking 3 & 5 Pack Tech Performance Mesh Quick Dry Active Athletic Crew T Shirts\", \"asin\": \"B0BWDCZG98\", \"price\": \"$32.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4-5 Pack Men's Dry Fit T Shirt Moisture Wicking Athletic Tees Exercise Fitness Activewear Short Sleeves Gym Workout Top\", \"asin\": \"B098X55FYM\", \"price\": \"$30.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B071JYV6K7\", \"price\": \"$13.08\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07D126W6P\", \"price\": \"$16.27\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear\", \"asin\": \"B0DS6BYC32\", \"price\": \"$46.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Short Sleeve Crewneck Tees for Men Slim Fit T-Shirts 3 or 5 Pack\", \"asin\": \"B0DFFW8QSX\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ69FFQX\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 24 - May 2 Or fastest delivery Apr 18 - 22\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B56GGVP\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRMT92L\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Venice Burnout Notch Neck Tee\", \"asin\": \"B077765WMW\", \"price\": \"$20.70\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4VXZZZT\", \"price\": \"$37.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee\", \"asin\": \"B092LP3RXN\", \"price\": \"$19.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's New Freedom Flag T-Shirt\", \"asin\": \"B08NWJDVZB\", \"price\": \"$22.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Sportstyle Left Chest Short Sleeve T-Shirt\", \"asin\": \"B077XM54L9\", \"price\": \"$16.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2RWL\", \"price\": \"$17.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN82R6J3\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BY3JZ2KN\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07NPT5RXB\", \"price\": \"$6.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612XWR9\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Global Foundation Short Sleeve T Shirt\", \"asin\": \"B0C12G9Y7S\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men\\u2019s Short Sleeve Graphic T-shirt Collection\", \"asin\": \"B01EKB44O2\", \"price\": \"$10.65\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts\", \"asin\": \"B08FHQVRH8\", \"price\": \"$31.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828MYG9M\", \"price\": \"$29.20\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack\", \"asin\": \"B074XY2K7M\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch\", \"asin\": \"B08D6V4K3L\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$26.01\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Performance Tee, Fishing T-Shirt\", \"asin\": \"B0C6W3PDWP\", \"price\": \"$25.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultimate Crewneck T-Shirt\", \"asin\": \"B0BNK2P4F4\", \"price\": \"$8.90\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men\", \"asin\": \"B0DGPMPDSK\", \"price\": \"$5.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:46:40.366Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"ROYALLY COMFORTABLE - Kingsted men's t-shirts are designed to look and feel like an old favorite. These super soft classic tees for men will quickly become your favorite comfy t-shirts you wear first PREMIUM FABRIC - Our basic shirts for men are made with premium blend of polyester & cotton t-shirt fabric. The finish is a Wrinkle Resistant, Fast-Drying and Ultra-Durable high quality t-shirt for men CLASSIC TEES FOR MEN - Kingsted mens t-shirts are well-crafted true classic tees for men. These casual shirts for men have fitted side seams that help maintain shape better than tubular mens tees LONG LASTING - Kingsted colored t-shirts for men are heather dyed and maintain color much longer than other cheap cotton shirts for men. These lightweight polycotton t-shirts are exceptionally durable VALUE PACK - Bundle & Save on our short sleeve t-shirts for men packs. Kingsted's premium t shirts for men offer the same or more value as other designer t-shirts for men for a better price.\"},\n{\"asin\": \"B07PSMD1M1\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Everyday Pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4D6RV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Warm Grey, Large)\", \"asin\": \"B0BCP17DYJ\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)\", \"asin\": \"B088CTC6TC\", \"price\": \"$25.95\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Long Sleeve Shirts for Men - Royally Comfortable - Soft Premium Fabric - Well Crafted Classic Tees (Classic 3 Pack, Large)\", \"asin\": \"B0CH7BGK3R\", \"price\": \"$41.31\", \"quantity\": \"\"},\n{\"title\": \"PINSPARK Men's 3 Pack Workout Shirts Quick Dry Moisture Wicking Crewneck Tee Shirt Mesh Athletic T-Shirts\", \"asin\": \"B0DQTWMBD1\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Large)\", \"asin\": \"B0DS6DFKW7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0DB5HQ3FW\", \"price\": \"$36.54\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Light Grey, Blue,X-Large)\", \"asin\": \"B0DQPZFWD4\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)\", \"asin\": \"B088CTC6TC\", \"price\": \"$25.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:46:55.960Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:46:55.960Z
|
click
|
product_option
|
rule
|
train
| 2,613 |
2025-04-15T03:46:55.960Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee"},
{"price": "$39.99"},
{"bullet_list": "ROYALLY COMFORTABLE - Kingsted men's t-shirts are designed to look and feel like an old favorite. These super soft classic tees for men will quickly become your favorite comfy t-shirts you wear first PREMIUM FABRIC - Our basic shirts for men are made with premium blend of polyester & cotton t-shirt fabric. The finish is a Wrinkle Resistant, Fast-Drying and Ultra-Durable high quality t-shirt for men CLASSIC TEES FOR MEN - Kingsted mens t-shirts are well-crafted true classic tees for men. These casual shirts for men have fitted side seams that help maintain shape better than tubular mens tees LONG LASTING - Kingsted colored t-shirts for men are heather dyed and maintain color much longer than other cheap cotton shirts for men. These lightweight polycotton t-shirts are exceptionally durable VALUE PACK - Bundle & Save on our short sleeve t-shirts for men packs. Kingsted's premium t shirts for men offer the same or more value as other designer t-shirts for men for a better price."},
{"asin": "B07PSMD1M1"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Large"},
{"Color": "Everyday Pack"}],
"promotion_items": [{"title": "Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)", "asin": "B0CXRPW6RM", "price": "$39.96", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4D6RV", "price": "$16.69", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Warm Grey, Large)", "asin": "B0BCP17DYJ", "price": "$19.95", "quantity": ""},
{"title": "INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)", "asin": "B088CTC6TC", "price": "$25.95", "quantity": ""},
{"title": "netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)", "asin": "B0B6CXVBZ1", "price": "$23.00", "quantity": ""},
{"title": "Kingsted Long Sleeve Shirts for Men - Royally Comfortable - Soft Premium Fabric - Well Crafted Classic Tees (Classic 3 Pack, Large)", "asin": "B0CH7BGK3R", "price": "$41.31", "quantity": ""},
{"title": "PINSPARK Men's 3 Pack Workout Shirts Quick Dry Moisture Wicking Crewneck Tee Shirt Mesh Athletic T-Shirts", "asin": "B0DQTWMBD1", "price": "$28.49", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Large)", "asin": "B0DS6DFKW7", "price": "$36.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0DB5HQ3FW", "price": "$36.54", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Light Grey, Blue,X-Large)", "asin": "B0DQPZFWD4", "price": "$32.99", "quantity": ""},
{"title": "Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)", "asin": "B0CXRPW6RM", "price": "$39.96", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)", "asin": "B088CTC6TC", "price": "$25.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:46:55.960Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:46:55.960Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:46:55.960Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2613,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"ROYALLY COMFORTABLE - Kingsted men's t-shirts are designed to look and feel like an old favorite. These super soft classic tees for men will quickly become your favorite comfy t-shirts you wear first PREMIUM FABRIC - Our basic shirts for men are made with premium blend of polyester & cotton t-shirt fabric. The finish is a Wrinkle Resistant, Fast-Drying and Ultra-Durable high quality t-shirt for men CLASSIC TEES FOR MEN - Kingsted mens t-shirts are well-crafted true classic tees for men. These casual shirts for men have fitted side seams that help maintain shape better than tubular mens tees LONG LASTING - Kingsted colored t-shirts for men are heather dyed and maintain color much longer than other cheap cotton shirts for men. These lightweight polycotton t-shirts are exceptionally durable VALUE PACK - Bundle & Save on our short sleeve t-shirts for men packs. Kingsted's premium t shirts for men offer the same or more value as other designer t-shirts for men for a better price.\"},\n{\"asin\": \"B07PSMD1M1\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Everyday Pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4D6RV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Warm Grey, Large)\", \"asin\": \"B0BCP17DYJ\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)\", \"asin\": \"B088CTC6TC\", \"price\": \"$25.95\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Long Sleeve Shirts for Men - Royally Comfortable - Soft Premium Fabric - Well Crafted Classic Tees (Classic 3 Pack, Large)\", \"asin\": \"B0CH7BGK3R\", \"price\": \"$41.31\", \"quantity\": \"\"},\n{\"title\": \"PINSPARK Men's 3 Pack Workout Shirts Quick Dry Moisture Wicking Crewneck Tee Shirt Mesh Athletic T-Shirts\", \"asin\": \"B0DQTWMBD1\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Large)\", \"asin\": \"B0DS6DFKW7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0DB5HQ3FW\", \"price\": \"$36.54\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Light Grey, Blue,X-Large)\", \"asin\": \"B0DQPZFWD4\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)\", \"asin\": \"B088CTC6TC\", \"price\": \"$25.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:46:55.960Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"ROYALLY COMFORTABLE - Kingsted men's t-shirts are designed to look and feel like an old favorite. These super soft classic tees for men will quickly become your favorite comfy t-shirts you wear first PREMIUM FABRIC - Our basic shirts for men are made with premium blend of polyester & cotton t-shirt fabric. The finish is a Wrinkle Resistant, Fast-Drying and Ultra-Durable high quality t-shirt for men CLASSIC TEES FOR MEN - Kingsted mens t-shirts are well-crafted true classic tees for men. These casual shirts for men have fitted side seams that help maintain shape better than tubular mens tees LONG LASTING - Kingsted colored t-shirts for men are heather dyed and maintain color much longer than other cheap cotton shirts for men. These lightweight polycotton t-shirts are exceptionally durable VALUE PACK - Bundle & Save on our short sleeve t-shirts for men packs. Kingsted's premium t shirts for men offer the same or more value as other designer t-shirts for men for a better price.\"},\n{\"asin\": \"B07PSMD1M1\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Everyday Pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4D6RV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Warm Grey, Large)\", \"asin\": \"B0BCP17DYJ\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)\", \"asin\": \"B088CTC6TC\", \"price\": \"$25.95\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Long Sleeve Shirts for Men - Royally Comfortable - Soft Premium Fabric - Well Crafted Classic Tees (Classic 3 Pack, Large)\", \"asin\": \"B0CH7BGK3R\", \"price\": \"$41.31\", \"quantity\": \"\"},\n{\"title\": \"PINSPARK Men's 3 Pack Workout Shirts Quick Dry Moisture Wicking Crewneck Tee Shirt Mesh Athletic T-Shirts\", \"asin\": \"B0DQTWMBD1\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Large)\", \"asin\": \"B0DS6DFKW7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0DB5HQ3FW\", \"price\": \"$36.54\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Light Grey, Blue,X-Large)\", \"asin\": \"B0DQPZFWD4\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)\", \"asin\": \"B088CTC6TC\", \"price\": \"$25.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:47:00.638Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:47:00.638Z
|
click
|
product_option
|
rule
|
train
| 2,614 |
2025-04-15T03:47:00.638Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee"},
{"price": "$39.99"},
{"bullet_list": "ROYALLY COMFORTABLE - Kingsted men's t-shirts are designed to look and feel like an old favorite. These super soft classic tees for men will quickly become your favorite comfy t-shirts you wear first PREMIUM FABRIC - Our basic shirts for men are made with premium blend of polyester & cotton t-shirt fabric. The finish is a Wrinkle Resistant, Fast-Drying and Ultra-Durable high quality t-shirt for men CLASSIC TEES FOR MEN - Kingsted mens t-shirts are well-crafted true classic tees for men. These casual shirts for men have fitted side seams that help maintain shape better than tubular mens tees LONG LASTING - Kingsted colored t-shirts for men are heather dyed and maintain color much longer than other cheap cotton shirts for men. These lightweight polycotton t-shirts are exceptionally durable VALUE PACK - Bundle & Save on our short sleeve t-shirts for men packs. Kingsted's premium t shirts for men offer the same or more value as other designer t-shirts for men for a better price."},
{"asin": "B07PSMD1M1"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Large"},
{"Color": "Everyday Pack"}],
"promotion_items": [{"title": "Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)", "asin": "B0CXRPW6RM", "price": "$39.96", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4D6RV", "price": "$16.69", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Warm Grey, Large)", "asin": "B0BCP17DYJ", "price": "$19.95", "quantity": ""},
{"title": "INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)", "asin": "B088CTC6TC", "price": "$25.95", "quantity": ""},
{"title": "netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)", "asin": "B0B6CXVBZ1", "price": "$23.00", "quantity": ""},
{"title": "Kingsted Long Sleeve Shirts for Men - Royally Comfortable - Soft Premium Fabric - Well Crafted Classic Tees (Classic 3 Pack, Large)", "asin": "B0CH7BGK3R", "price": "$41.31", "quantity": ""},
{"title": "PINSPARK Men's 3 Pack Workout Shirts Quick Dry Moisture Wicking Crewneck Tee Shirt Mesh Athletic T-Shirts", "asin": "B0DQTWMBD1", "price": "$28.49", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Large)", "asin": "B0DS6DFKW7", "price": "$36.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0DB5HQ3FW", "price": "$36.54", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Light Grey, Blue,X-Large)", "asin": "B0DQPZFWD4", "price": "$32.99", "quantity": ""},
{"title": "Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)", "asin": "B0CXRPW6RM", "price": "$39.96", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)", "asin": "B088CTC6TC", "price": "$25.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:47:00.638Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:47:00.638Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:47:00.638Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2614,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"ROYALLY COMFORTABLE - Kingsted men's t-shirts are designed to look and feel like an old favorite. These super soft classic tees for men will quickly become your favorite comfy t-shirts you wear first PREMIUM FABRIC - Our basic shirts for men are made with premium blend of polyester & cotton t-shirt fabric. The finish is a Wrinkle Resistant, Fast-Drying and Ultra-Durable high quality t-shirt for men CLASSIC TEES FOR MEN - Kingsted mens t-shirts are well-crafted true classic tees for men. These casual shirts for men have fitted side seams that help maintain shape better than tubular mens tees LONG LASTING - Kingsted colored t-shirts for men are heather dyed and maintain color much longer than other cheap cotton shirts for men. These lightweight polycotton t-shirts are exceptionally durable VALUE PACK - Bundle & Save on our short sleeve t-shirts for men packs. Kingsted's premium t shirts for men offer the same or more value as other designer t-shirts for men for a better price.\"},\n{\"asin\": \"B07PSMD1M1\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Everyday Pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4D6RV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Warm Grey, Large)\", \"asin\": \"B0BCP17DYJ\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)\", \"asin\": \"B088CTC6TC\", \"price\": \"$25.95\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Sage, Large)\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Long Sleeve Shirts for Men - Royally Comfortable - Soft Premium Fabric - Well Crafted Classic Tees (Classic 3 Pack, Large)\", \"asin\": \"B0CH7BGK3R\", \"price\": \"$41.31\", \"quantity\": \"\"},\n{\"title\": \"PINSPARK Men's 3 Pack Workout Shirts Quick Dry Moisture Wicking Crewneck Tee Shirt Mesh Athletic T-Shirts\", \"asin\": \"B0DQTWMBD1\", \"price\": \"$28.49\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Large)\", \"asin\": \"B0DS6DFKW7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0DB5HQ3FW\", \"price\": \"$36.54\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Light Grey, Blue,X-Large)\", \"asin\": \"B0DQPZFWD4\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Indigo, XX-Large)\", \"asin\": \"B088CTC6TC\", \"price\": \"$25.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:47:00.638Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"ROYALLY COMFORTABLE - Kingsted men's t-shirts are designed to look and feel like an old favorite. These super soft classic tees for men will quickly become your favorite comfy t-shirts you wear first PREMIUM FABRIC - Our basic shirts for men are made with premium blend of polyester & cotton t-shirt fabric. The finish is a Wrinkle Resistant, Fast-Drying and Ultra-Durable high quality t-shirt for men CLASSIC TEES FOR MEN - Kingsted mens t-shirts are well-crafted true classic tees for men. These casual shirts for men have fitted side seams that help maintain shape better than tubular mens tees LONG LASTING - Kingsted colored t-shirts for men are heather dyed and maintain color much longer than other cheap cotton shirts for men. These lightweight polycotton t-shirts are exceptionally durable VALUE PACK - Bundle & Save on our short sleeve t-shirts for men packs. Kingsted's premium t shirts for men offer the same or more value as other designer t-shirts for men for a better price.\"},\n{\"asin\": \"B07PSLCLYP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Everyday Pack\"}],\n\"promotion_items\": [{\"title\": \"Fresh Clean Threads Variety Crew Neck Pack T-Shirts for Men - Soft and Fit Mens T-Shirt - Cotton Poly Blend - Pre Shrunk - L\", \"asin\": \"B0B57SH653\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Olive Green, Large)\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"NITAGUT Mens Fashion Casual Front Placket Basic Short Sleeve Henley T-Shirts (2XL, 02 Vg-Blue)\", \"asin\": \"B07KMSKFQ1\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M\", \"asin\": \"B0C7L51QGD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4D6RV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)\", \"asin\": \"B0DS6BSR2M\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Olive Green, Large)\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, Small)\", \"asin\": \"B08GY8RRT9\", \"price\": \"$54.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:47:41.721Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:47:41.721Z
|
click
|
review
|
rule
|
train
| 2,615 |
2025-04-15T03:47:41.721Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee"},
{"price": "$39.99"},
{"bullet_list": "ROYALLY COMFORTABLE - Kingsted men's t-shirts are designed to look and feel like an old favorite. These super soft classic tees for men will quickly become your favorite comfy t-shirts you wear first PREMIUM FABRIC - Our basic shirts for men are made with premium blend of polyester & cotton t-shirt fabric. The finish is a Wrinkle Resistant, Fast-Drying and Ultra-Durable high quality t-shirt for men CLASSIC TEES FOR MEN - Kingsted mens t-shirts are well-crafted true classic tees for men. These casual shirts for men have fitted side seams that help maintain shape better than tubular mens tees LONG LASTING - Kingsted colored t-shirts for men are heather dyed and maintain color much longer than other cheap cotton shirts for men. These lightweight polycotton t-shirts are exceptionally durable VALUE PACK - Bundle & Save on our short sleeve t-shirts for men packs. Kingsted's premium t shirts for men offer the same or more value as other designer t-shirts for men for a better price."},
{"asin": "B07PSLCLYP"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Large"},
{"Color": "Everyday Pack"}],
"promotion_items": [{"title": "Fresh Clean Threads Variety Crew Neck Pack T-Shirts for Men - Soft and Fit Mens T-Shirt - Cotton Poly Blend - Pre Shrunk - L", "asin": "B0B57SH653", "price": "$76.00", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4FXWV", "price": "$16.69", "quantity": ""},
{"title": "Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)", "asin": "B0CXRPW6RM", "price": "$39.96", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Olive Green, Large)", "asin": "B08XTM65LN", "price": "$24.95", "quantity": ""},
{"title": "NITAGUT Mens Fashion Casual Front Placket Basic Short Sleeve Henley T-Shirts (2XL, 02 Vg-Blue)", "asin": "B07KMSKFQ1", "price": "$14.98", "quantity": ""},
{"title": "VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M", "asin": "B0C7L51QGD", "price": "$24.99", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4D6RV", "price": "$16.69", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)", "asin": "B0DNFK5ZBD", "price": "$36.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)", "asin": "B0DS6BSR2M", "price": "$36.99", "quantity": ""},
{"title": "Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)", "asin": "B0CXRPW6RM", "price": "$39.96", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Olive Green, Large)", "asin": "B08XTM65LN", "price": "$24.95", "quantity": ""},
{"title": "INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, Small)", "asin": "B08GY8RRT9", "price": "$54.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:47:41.721Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:47:41.721Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:47:41.721Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2615,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Kingsted T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"ROYALLY COMFORTABLE - Kingsted men's t-shirts are designed to look and feel like an old favorite. These super soft classic tees for men will quickly become your favorite comfy t-shirts you wear first PREMIUM FABRIC - Our basic shirts for men are made with premium blend of polyester & cotton t-shirt fabric. The finish is a Wrinkle Resistant, Fast-Drying and Ultra-Durable high quality t-shirt for men CLASSIC TEES FOR MEN - Kingsted mens t-shirts are well-crafted true classic tees for men. These casual shirts for men have fitted side seams that help maintain shape better than tubular mens tees LONG LASTING - Kingsted colored t-shirts for men are heather dyed and maintain color much longer than other cheap cotton shirts for men. These lightweight polycotton t-shirts are exceptionally durable VALUE PACK - Bundle & Save on our short sleeve t-shirts for men packs. Kingsted's premium t shirts for men offer the same or more value as other designer t-shirts for men for a better price.\"},\n{\"asin\": \"B07PSLCLYP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Large\"},\n{\"Color\": \"Everyday Pack\"}],\n\"promotion_items\": [{\"title\": \"Fresh Clean Threads Variety Crew Neck Pack T-Shirts for Men - Soft and Fit Mens T-Shirt - Cotton Poly Blend - Pre Shrunk - L\", \"asin\": \"B0B57SH653\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Olive Green, Large)\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"NITAGUT Mens Fashion Casual Front Placket Basic Short Sleeve Henley T-Shirts (2XL, 02 Vg-Blue)\", \"asin\": \"B07KMSKFQ1\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M\", \"asin\": \"B0C7L51QGD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4D6RV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)\", \"asin\": \"B0DS6BSR2M\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted V-Neck T-Shirts for Men - Royally Comfortable - Super Soft Cotton Blend - Well-Crafted Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B0CXRPW6RM\", \"price\": \"$39.96\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (Olive Green, Large)\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Men's Fitted Crew Neck Logo Basic Tees 3-Pack - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, Small)\", \"asin\": \"B08GY8RRT9\", \"price\": \"$54.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:47:41.721Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"with the milk fathers day T-Shirt\", \"asin\": \"B0DP5DP3BM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ8TLJK\", \"price\": \"$16.69\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRQ1MQG\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPNXVC\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086KY66PH\", \"price\": \"$14.96\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B0787P86ZZ\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking\", \"asin\": \"B08BC4HDS2\", \"price\": \"$29.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 3 left in stock - order soon.\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dry Fit Moisture Wicking 3 & 5 Pack Tech Performance Mesh Quick Dry Active Athletic Crew T Shirts\", \"asin\": \"B0BWDCZG98\", \"price\": \"$32.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4-5 Pack Men's Dry Fit T Shirt Moisture Wicking Athletic Tees Exercise Fitness Activewear Short Sleeves Gym Workout Top\", \"asin\": \"B098X55FYM\", \"price\": \"$30.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B071JYV6K7\", \"price\": \"$13.08\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07D126W6P\", \"price\": \"$16.27\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear\", \"asin\": \"B0DS6BYC32\", \"price\": \"$46.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Short Sleeve Crewneck Tees for Men Slim Fit T-Shirts 3 or 5 Pack\", \"asin\": \"B0DFFW8QSX\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ69FFQX\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 24 - May 2 Or fastest delivery Apr 18 - 22\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B56GGVP\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRMT92L\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Venice Burnout Notch Neck Tee\", \"asin\": \"B077765WMW\", \"price\": \"$20.70\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4VXZZZT\", \"price\": \"$37.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee\", \"asin\": \"B092LP3RXN\", \"price\": \"$19.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's New Freedom Flag T-Shirt\", \"asin\": \"B08NWJDVZB\", \"price\": \"$22.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Sportstyle Left Chest Short Sleeve T-Shirt\", \"asin\": \"B077XM54L9\", \"price\": \"$16.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2RWL\", \"price\": \"$17.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN82R6J3\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BY3JZ2KN\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07NPT5RXB\", \"price\": \"$6.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612XWR9\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Global Foundation Short Sleeve T Shirt\", \"asin\": \"B0C12G9Y7S\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men\\u2019s Short Sleeve Graphic T-shirt Collection\", \"asin\": \"B01EKB44O2\", \"price\": \"$10.65\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts\", \"asin\": \"B08FHQVRH8\", \"price\": \"$31.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828MYG9M\", \"price\": \"$29.20\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack\", \"asin\": \"B074XY2K7M\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch\", \"asin\": \"B08D6V4K3L\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$26.01\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Performance Tee, Fishing T-Shirt\", \"asin\": \"B0C6W3PDWP\", \"price\": \"$25.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultimate Crewneck T-Shirt\", \"asin\": \"B0BNK2P4F4\", \"price\": \"$8.90\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men\", \"asin\": \"B0DGPMPDSK\", \"price\": \"$5.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:48:16.118Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:48:16.118Z
|
click
|
filter
|
rule
|
train
| 2,616 |
2025-04-15T03:48:16.118Z
|
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 UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"ads": [{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL", "asin": "B0CCT3WHSS"}],
"search_results": [{"title": "with the milk fathers day T-Shirt", "asin": "B0DP5DP3BM", "price": "$22.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B07PSMD1M1", "price": "$39.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt", "asin": "B0BZJ8TLJK", "price": "$16.69", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "5 Pack: Men\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops", "asin": "B07DRQ1MQG", "price": "$34.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBPNXVC", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B086KY66PH", "price": "$14.96", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B0787P86ZZ", "price": "$19.97", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2NQ9VQ", "price": "$19.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking", "asin": "B08BC4HDS2", "price": "$29.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack", "asin": "B0D2PJH88X", "price": "$21.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)", "asin": "B0DV59459L", "price": "$34.99", "delivery": "FREE delivery Thu, Apr 17 Only 3 left in stock - order soon."},
{"title": "Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L5L9MG", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Dry Fit Moisture Wicking 3 & 5 Pack Tech Performance Mesh Quick Dry Active Athletic Crew T Shirts", "asin": "B0BWDCZG98", "price": "$32.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "4-5 Pack Men's Dry Fit T Shirt Moisture Wicking Athletic Tees Exercise Fitness Activewear Short Sleeves Gym Workout Top", "asin": "B098X55FYM", "price": "$30.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee", "asin": "B07NHW8Z3N", "price": "$44.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B071JYV6K7", "price": "$13.08", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt", "asin": "B07D126W6P", "price": "$16.27", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "5 Pack Men\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk", "asin": "B07VTSD48H", "price": "$39.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear", "asin": "B0DS6BYC32", "price": "$46.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Short Sleeve Crewneck Tees for Men Slim Fit T-Shirts 3 or 5 Pack", "asin": "B0DFFW8QSX", "price": "$34.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts", "asin": "B0DQL9F82M", "price": "$45.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees", "asin": "B0DZ69FFQX", "price": "$59.99", "delivery": "$5.98 delivery Apr 24 - May 2 Or fastest delivery Apr 18 - 22"},
{"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B56GGVP", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "5 Pack: Men\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops", "asin": "B07DRMT92L", "price": "$34.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Venice Burnout Notch Neck Tee", "asin": "B077765WMW", "price": "$20.70", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack", "asin": "B08N5GW2DP", "price": "$10.62", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D4VXZZZT", "price": "$37.00", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee", "asin": "B092LP3RXN", "price": "$19.53", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)", "asin": "B01MYWGRYW", "price": "$14.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT3YV2K", "price": "$49.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt", "asin": "B0B6CXVBZ1", "price": "$23.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's New Freedom Flag T-Shirt", "asin": "B08NWJDVZB", "price": "$22.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09T3S7Y3W", "price": "$12.60", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Sportstyle Left Chest Short Sleeve T-Shirt", "asin": "B077XM54L9", "price": "$16.97", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack", "asin": "B09TPLMG4S", "price": "$12.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,", "asin": "B071WY2RWL", "price": "$17.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt", "asin": "B0000ANHSZ", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07GBX9YH6", "price": "$49.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt", "asin": "B0CN82R6J3", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Originals Lightweight Tri-Blend Crewneck T-Shirts", "asin": "B0BY3JZ2KN", "price": "$4.39", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts", "asin": "B0CSWGBR4L", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall", "asin": "B00NOY2W0U", "price": "$9.22", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt", "asin": "B07NPT5RXB", "price": "$6.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B07612XWR9", "price": "$10.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Global Foundation Short Sleeve T Shirt", "asin": "B0C12G9Y7S", "price": "$18.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors", "asin": "B00LSRU2JS", "price": "$14.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts", "asin": "B08XTM65LN", "price": "$24.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men\u2019s Short Sleeve Graphic T-shirt Collection", "asin": "B01EKB44O2", "price": "$10.65", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts", "asin": "B08FHQVRH8", "price": "$31.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack", "asin": "B0828MYG9M", "price": "$29.20", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Premium Crew Tee", "asin": "B00QFRWL9A", "price": "$9.99", "delivery": "FREE delivery Apr 18 - 21 for Prime members"},
{"title": "Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack", "asin": "B0BHX6W3SJ", "price": "$28.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack", "asin": "B01M2ZHP00", "delivery": ""},
{"title": "Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt", "asin": "B07HRFW1GZ", "price": "$17.14", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts", "asin": "B08SQ6HHSG", "price": "$27.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack", "asin": "B074XY2K7M", "price": "$18.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch", "asin": "B08D6V4K3L", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Park Short Sleeve T Shirt", "asin": "B08WT2YR61", "price": "$26.01", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Performance Tee, Fishing T-Shirt", "asin": "B0C6W3PDWP", "price": "$25.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Ultimate Crewneck T-Shirt", "asin": "B0BNK2P4F4", "price": "$8.90", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men", "asin": "B0DGPMPDSK", "price": "$5.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Stretch T-Shirts, Multipack", "asin": "B084HFQXHJ", "price": "$19.04", "delivery": "Two-Day FREE delivery Wed, Apr 16"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:48:16.118Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:48:16.118Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:48:16.118Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"index": 2616,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"with the milk fathers day T-Shirt\", \"asin\": \"B0DP5DP3BM\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0BZJ8TLJK\", \"price\": \"$16.69\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRQ1MQG\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPNXVC\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B086KY66PH\", \"price\": \"$14.96\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B0787P86ZZ\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Workout Shirts for Men Short Sleeve Quick Dry Athletic Gym Active T Shirt Moisture Wicking\", \"asin\": \"B08BC4HDS2\", \"price\": \"$29.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 3 left in stock - order soon.\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dry Fit Moisture Wicking 3 & 5 Pack Tech Performance Mesh Quick Dry Active Athletic Crew T Shirts\", \"asin\": \"B0BWDCZG98\", \"price\": \"$32.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4-5 Pack Men's Dry Fit T Shirt Moisture Wicking Athletic Tees Exercise Fitness Activewear Short Sleeves Gym Workout Top\", \"asin\": \"B098X55FYM\", \"price\": \"$30.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men Pack - Royally Comfortable - Super Soft Premium Fabric - Well-Crafted Classic Tee\", \"asin\": \"B07NHW8Z3N\", \"price\": \"$44.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B071JYV6K7\", \"price\": \"$13.08\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07D126W6P\", \"price\": \"$16.27\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack Men\\u2019s Active Quick Dry Crew Neck T Shirts | Athletic Running Gym Workout Short Sleeve Tee Tops Bulk\", \"asin\": \"B07VTSD48H\", \"price\": \"$39.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4 Pack Men's Big & Tall Short Sleeve Tees, Crew Neck Cotton Blend T-Shirts Moisture Wicking Stretch Casual Gym Wear\", \"asin\": \"B0DS6BYC32\", \"price\": \"$46.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts Bamboo Rayon Moisture Wicking T-Shirts Short Sleeve Crewneck Tees for Men Slim Fit T-Shirts 3 or 5 Pack\", \"asin\": \"B0DFFW8QSX\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton T-Shirts Mixed Color Casual Shirts Summer Trendy Classic Crew Neck Short Sleeve Tees\", \"asin\": \"B0DZ69FFQX\", \"price\": \"$59.99\", \"delivery\": \"$5.98 delivery Apr 24 - May 2 Or fastest delivery Apr 18 - 22\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B56GGVP\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"5 Pack: Men\\u2019s Short Sleeve Dry Fit Active Crew Neck T Shirt - Athletic Running Gym Workout Tee Tops\", \"asin\": \"B07DRMT92L\", \"price\": \"$34.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Venice Burnout Notch Neck Tee\", \"asin\": \"B077765WMW\", \"price\": \"$20.70\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4VXZZZT\", \"price\": \"$37.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee\", \"asin\": \"B092LP3RXN\", \"price\": \"$19.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short/Long Sleeve Casual Basic Tee Shirt\", \"asin\": \"B0B6CXVBZ1\", \"price\": \"$23.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's New Freedom Flag T-Shirt\", \"asin\": \"B08NWJDVZB\", \"price\": \"$22.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Sportstyle Left Chest Short Sleeve T-Shirt\", \"asin\": \"B077XM54L9\", \"price\": \"$16.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Pack of 6, Versatile Basics,\", \"asin\": \"B071WY2RWL\", \"price\": \"$17.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Force Relaxed Fit Midweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0CN82R6J3\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BY3JZ2KN\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"1/5 Pack Running Shirts Men Sport Tops Dry Fit Gym Wicking Athletic T Shirts Breathable Cool Workout Shirts\", \"asin\": \"B0CSWGBR4L\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Tech 2.0 V-Neck Short-Sleeve T-Shirt\", \"asin\": \"B07NPT5RXB\", \"price\": \"$6.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612XWR9\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Global Foundation Short Sleeve T Shirt\", \"asin\": \"B0C12G9Y7S\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Tshirts\", \"asin\": \"B08XTM65LN\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men\\u2019s Short Sleeve Graphic T-shirt Collection\", \"asin\": \"B01EKB44O2\", \"price\": \"$10.65\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Linen Henley T-Shirts Long Sleeve Hippie Casual Beach T-Shirts\", \"asin\": \"B08FHQVRH8\", \"price\": \"$31.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Heavy Cotton T-Shirt, Style G5000, Multipack\", \"asin\": \"B0828MYG9M\", \"price\": \"$29.20\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Moisture-Wicking Crewneck Performance Undershirt, 5-Pack\", \"asin\": \"B074XY2K7M\", \"price\": \"$18.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens 4 Pack Cool Crewneck T-Shirt | Anti-Odor | Quick Drying | 4-Way Stretch\", \"asin\": \"B08D6V4K3L\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Park Short Sleeve T Shirt\", \"asin\": \"B08WT2YR61\", \"price\": \"$26.01\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Performance Tee, Fishing T-Shirt\", \"asin\": \"B0C6W3PDWP\", \"price\": \"$25.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Ultimate Crewneck T-Shirt\", \"asin\": \"B0BNK2P4F4\", \"price\": \"$8.90\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's 2 Pack Lightweight Crew Neck Athletic Running Short Sleeve T-Shirts Breathable Gym Workout Tee Shirts for Men\", \"asin\": \"B0DGPMPDSK\", \"price\": \"$5.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:48:16.118Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0CB2WC6ZS\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CKM11TYW\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL\", \"asin\": \"B09WVFR66W\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End\\nMen's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0BRQWQ63Z\", \"price\": \"$24.46\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL\", \"asin\": \"B09WVGJ2J6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CKM1YLHM\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nMen's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0C7KPKJDW\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0BK8YZQCP\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0D4M3WCBZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0765LY2WV\", \"price\": \"$26.21\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZKDQLV\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D6CJHNXC\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 3-Pack Undershirts Stretchy Cotton Spandex T-Shirts V-Neck Shirts for Men\", \"asin\": \"B08MCGCWCN\", \"price\": \"$29.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee\", \"asin\": \"B092LP3RXN\", \"price\": \"$19.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Athletic Washed T-Shirts Basic Crew Neck Tees Tops Causal Distressed Cotton T Shirts for Men\", \"asin\": \"B0CFV63T9N\", \"price\": \"$23.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BTTQNRTH\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00L6PI71W\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Pocket Tee Shirts Soft Crew Neck Stretch T Shirt Plain Casual Short Sleeve Summer Basic Tops\", \"asin\": \"B0DK3HQ4L1\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Stretchy Undershirts Crew Neck Long Back Hem T-Shirts\", \"asin\": \"B08MCJVSJN\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)\", \"asin\": \"B01BJCWXBQ\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Premium V Neck T Shirts for Men - Modern Fitted Tees Vneck Undershirts\", \"asin\": \"B0CF4PGWQY\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Multipack\", \"asin\": \"B0DPB1GVKZ\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612XWR9\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B093151XR7\", \"price\": \"$20.13\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Men's Originals Crew Undershirts\", \"asin\": \"B0BXBKRNS6\", \"price\": \"$16.90\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Everyday Soft Crewneck T-Shirt Tee\", \"asin\": \"B09V344DBM\", \"price\": \"$17.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt with Pocket, Style G2300, 2-Pack\", \"asin\": \"B07M61KYY4\", \"price\": \"$12.80\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket T-Shirt Multipack (5 Pack)\", \"asin\": \"B07BB7XV8B\", \"price\": \"$24.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3600\", \"asin\": \"B0BS77988F\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+\", \"asin\": \"B071FHF1QV\", \"price\": \"$8.54\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WKKZX55\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5QJFT\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Eversoft Cotton Stay Tucked V-Neck T-Shirt\", \"asin\": \"B08N1LYMMK\", \"price\": \"$17.24\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4 Pack: Men's Cotton Performance Short Sleeve Crew Neck Pocket T-Shirt Athletic Top (Available in Big & Tall)\", \"asin\": \"B08QXZD1H6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 21 - 24 for Prime members\"},\n{\"title\": \"Adult Heavy Cotton Long Sleeve T-Shirt, Style G5400, 2-Pack\", \"asin\": \"B07MKKRM7Z\", \"price\": \"$15.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's EverSoft Cotton Sleeveless Moisture Wicking T-Shirts with Odor Control\", \"asin\": \"B0C1TBPSQB\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B083JP7B3T\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B09LD7QD4C\", \"price\": \"$44.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Thistletown Hills Short Sleeve\", \"asin\": \"B0CLQVHZRN\", \"price\": \"$20.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Cool Graphic T-Shirts for Men S - 4XL Premium Quality Unique Graphic Art Tees\", \"asin\": \"B0CCWZ8GVF\", \"price\": \"$28.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fresh Iq Slim Fit Crew Undershirt, 4-pack\", \"asin\": \"B00UOO7FLO\", \"price\": \"$26.43\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078L9XPC2\", \"price\": \"$13.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Oversized Cotton T-Shirts Loose Fit Vintage Washed Tee Unisex Short Sleeve Casual Shirts Tops\", \"asin\": \"B0D45MFDNQ\", \"price\": \"$35.71\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton Short Sleeve Pocket T-Shirts, Breathable & Tag Free\", \"asin\": \"B09T3QZZPG\", \"price\": \"$13.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Solid Crew Neck T-Shirt\", \"asin\": \"B07HR7ZW53\", \"price\": \"$12.73\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Topwater Short Sleeve T-Shirt\", \"asin\": \"B079TJR6HX\", \"price\": \"$18.81\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B00KBZOXOS\", \"price\": \"$17.10\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B0734GHM4C\", \"price\": \"$23.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Thu, Apr 17\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:48:21.248Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:48:21.248Z
|
click_product
|
B0BK8YZQCP
|
rule
|
train
| 2,617 |
2025-04-15T03:48:21.248Z
|
click_product
|
B0BK8YZQCP
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
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{"title": "Men's Crew Neck T-Shirts, Multipack", "asin": "B0DPB1GVKZ", "price": "$9.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B07612XWR9", "price": "$10.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
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{"title": "Men's V-Neck T-Shirts, Multipack, Style G1103", "asin": "B093151XR7", "price": "$20.13", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall", "asin": "B00NOY2W0U", "price": "$9.22", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
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{"title": "Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors", "asin": "B00LSRU2JS", "price": "$14.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
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{"title": "Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts", "asin": "B08SQ6HHSG", "price": "$27.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
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{"title": "Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack", "asin": "B01M2ZHP00", "delivery": ""},
{"title": "Men's Eversoft Cotton Stay Tucked V-Neck T-Shirt", "asin": "B08N1LYMMK", "price": "$17.24", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "4 Pack: Men's Cotton Performance Short Sleeve Crew Neck Pocket T-Shirt Athletic Top (Available in Big & Tall)", "asin": "B08QXZD1H6", "price": "$29.99", "delivery": "FREE delivery Apr 21 - 24 for Prime members"},
{"title": "Adult Heavy Cotton Long Sleeve T-Shirt, Style G5400, 2-Pack", "asin": "B07MKKRM7Z", "price": "$15.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's EverSoft Cotton Sleeveless Moisture Wicking T-Shirts with Odor Control", "asin": "B0C1TBPSQB", "price": "$16.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B083JP7B3T", "price": "$24.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 5 Pack Crew Neck T-Shirt", "asin": "B09LD7QD4C", "price": "$44.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Thistletown Hills Short Sleeve", "asin": "B0CLQVHZRN", "price": "$20.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Cool Graphic T-Shirts for Men S - 4XL Premium Quality Unique Graphic Art Tees", "asin": "B0CCWZ8GVF", "price": "$28.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Fresh Iq Slim Fit Crew Undershirt, 4-pack", "asin": "B00UOO7FLO", "price": "$26.43", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)", "asin": "B078L9XPC2", "price": "$13.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Oversized Cotton T-Shirts Loose Fit Vintage Washed Tee Unisex Short Sleeve Casual Shirts Tops", "asin": "B0D45MFDNQ", "price": "$35.71", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Eversoft Cotton Short Sleeve Pocket T-Shirts, Breathable & Tag Free", "asin": "B09T3QZZPG", "price": "$13.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Solid Crew Neck T-Shirt", "asin": "B07HR7ZW53", "price": "$12.73", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Topwater Short Sleeve T-Shirt", "asin": "B079TJR6HX", "price": "$18.81", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B00KBZOXOS", "price": "$17.10", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B0734GHM4C", "price": "$23.00", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Thu, Apr 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:48:21.248Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:48:21.248Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BK8YZQCP\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:48:21.248Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BK8YZQCP\",}</answer>",
"index": 2617,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0CB2WC6ZS\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CKM11TYW\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL\", \"asin\": \"B09WVFR66W\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End\\nMen's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0BRQWQ63Z\", \"price\": \"$24.46\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL\", \"asin\": \"B09WVGJ2J6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CKM1YLHM\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nMen's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0C7KPKJDW\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0BK8YZQCP\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0D4M3WCBZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0765LY2WV\", \"price\": \"$26.21\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZKDQLV\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D6CJHNXC\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 3-Pack Undershirts Stretchy Cotton Spandex T-Shirts V-Neck Shirts for Men\", \"asin\": \"B08MCGCWCN\", \"price\": \"$29.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee\", \"asin\": \"B092LP3RXN\", \"price\": \"$19.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Athletic Washed T-Shirts Basic Crew Neck Tees Tops Causal Distressed Cotton T Shirts for Men\", \"asin\": \"B0CFV63T9N\", \"price\": \"$23.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BTTQNRTH\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00L6PI71W\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Pocket Tee Shirts Soft Crew Neck Stretch T Shirt Plain Casual Short Sleeve Summer Basic Tops\", \"asin\": \"B0DK3HQ4L1\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Stretchy Undershirts Crew Neck Long Back Hem T-Shirts\", \"asin\": \"B08MCJVSJN\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)\", \"asin\": \"B01BJCWXBQ\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Premium V Neck T Shirts for Men - Modern Fitted Tees Vneck Undershirts\", \"asin\": \"B0CF4PGWQY\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Multipack\", \"asin\": \"B0DPB1GVKZ\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612XWR9\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B093151XR7\", \"price\": \"$20.13\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Men's Originals Crew Undershirts\", \"asin\": \"B0BXBKRNS6\", \"price\": \"$16.90\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Everyday Soft Crewneck T-Shirt Tee\", \"asin\": \"B09V344DBM\", \"price\": \"$17.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt with Pocket, Style G2300, 2-Pack\", \"asin\": \"B07M61KYY4\", \"price\": \"$12.80\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket T-Shirt Multipack (5 Pack)\", \"asin\": \"B07BB7XV8B\", \"price\": \"$24.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3600\", \"asin\": \"B0BS77988F\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+\", \"asin\": \"B071FHF1QV\", \"price\": \"$8.54\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WKKZX55\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5QJFT\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Eversoft Cotton Stay Tucked V-Neck T-Shirt\", \"asin\": \"B08N1LYMMK\", \"price\": \"$17.24\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4 Pack: Men's Cotton Performance Short Sleeve Crew Neck Pocket T-Shirt Athletic Top (Available in Big & Tall)\", \"asin\": \"B08QXZD1H6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 21 - 24 for Prime members\"},\n{\"title\": \"Adult Heavy Cotton Long Sleeve T-Shirt, Style G5400, 2-Pack\", \"asin\": \"B07MKKRM7Z\", \"price\": \"$15.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's EverSoft Cotton Sleeveless Moisture Wicking T-Shirts with Odor Control\", \"asin\": \"B0C1TBPSQB\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B083JP7B3T\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B09LD7QD4C\", \"price\": \"$44.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Thistletown Hills Short Sleeve\", \"asin\": \"B0CLQVHZRN\", \"price\": \"$20.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Cool Graphic T-Shirts for Men S - 4XL Premium Quality Unique Graphic Art Tees\", \"asin\": \"B0CCWZ8GVF\", \"price\": \"$28.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fresh Iq Slim Fit Crew Undershirt, 4-pack\", \"asin\": \"B00UOO7FLO\", \"price\": \"$26.43\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078L9XPC2\", \"price\": \"$13.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Oversized Cotton T-Shirts Loose Fit Vintage Washed Tee Unisex Short Sleeve Casual Shirts Tops\", \"asin\": \"B0D45MFDNQ\", \"price\": \"$35.71\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton Short Sleeve Pocket T-Shirts, Breathable & Tag Free\", \"asin\": \"B09T3QZZPG\", \"price\": \"$13.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Solid Crew Neck T-Shirt\", \"asin\": \"B07HR7ZW53\", \"price\": \"$12.73\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Topwater Short Sleeve T-Shirt\", \"asin\": \"B079TJR6HX\", \"price\": \"$18.81\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B00KBZOXOS\", \"price\": \"$17.10\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B0734GHM4C\", \"price\": \"$23.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Thu, Apr 17\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:48:21.248Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\\u2019 height, 37\\u201d chest, 28\\u201d waist, 168lbs weight, wearing in size M\"},\n{\"asin\": \"B0BK8YZQCP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"X-Large\"},\n{\"Color\": \"White 3-pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B09T5XNK7F\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4MGBW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Long Sleeve Shirts for Men - Royally Comfortable - Soft Premium Fabric - Well Crafted Classic Tees (Earth 3 Pack, Large)\", \"asin\": \"B0CH7C68YV\", \"price\": \"$41.31\", \"quantity\": \"\"},\n{\"title\": \"Sailwind Mens Henley Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B091Y2SR3F\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Iseasoo Men's Crew Neck T-Shirts,4 Pack Classic Tees,Cotton Short Sleeve Comfort Cotton Jersey for Men(L)\", \"asin\": \"B0CYBK65Q4\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Pacific Blue, Large)\", \"asin\": \"B09XQHJMGP\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Cool, Large)\", \"asin\": \"B0BP1QFWPH\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's 2 Pack T Shirt Black White Cotton Pocket Tee Shirts Crew Neck Plain Tshirt Soft Multipack Tshirts for Casual Sleep\", \"asin\": \"B0DK3J5Q4D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Light Grey, White,Large)\", \"asin\": \"B0DQPY6YRZ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirt Bamboo Rayon Moisture-Wicking T-Shirts Stretch V-Neck Tees for Men, 3-Pack (L, Black/White/Light Gray)\", \"asin\": \"B08QJ1F2C9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Large, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV59YK3K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"MAGNIVIT Pocket Shirt for Men Cotton Soft Tshirt Summer Lightweight Tee Crew Neck Pocket Classic Work Tee Men Army Green M\", \"asin\": \"B0D25MWZ9D\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:48:33.654Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:48:33.654Z
|
click
|
product_option
|
rule
|
train
| 2,618 |
2025-04-15T03:48:33.654Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee"},
{"price": "$26.99"},
{"bullet_list": "Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\u2019 height, 37\u201d chest, 28\u201d waist, 168lbs weight, wearing in size M"},
{"asin": "B0BK8YZQCP"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "X-Large"},
{"Color": "White 3-pack"}],
"promotion_items": [{"title": "Kingsted Men's T-Shirts - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Essential, Large)", "asin": "B09T5XNK7F", "price": "$39.87", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4MGBW", "price": "$16.69", "quantity": ""},
{"title": "Kingsted Long Sleeve Shirts for Men - Royally Comfortable - Soft Premium Fabric - Well Crafted Classic Tees (Earth 3 Pack, Large)", "asin": "B0CH7C68YV", "price": "$41.31", "quantity": ""},
{"title": "Sailwind Mens Henley Short Sleeve T-Shirt Cotton Casual Shirt", "asin": "B091Y2SR3F", "price": "$14.99", "quantity": ""},
{"title": "Iseasoo Men's Crew Neck T-Shirts,4 Pack Classic Tees,Cotton Short Sleeve Comfort Cotton Jersey for Men(L)", "asin": "B0CYBK65Q4", "price": "$36.99", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Pacific Blue, Large)", "asin": "B09XQHJMGP", "price": "$23.00", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Cool, Large)", "asin": "B0BP1QFWPH", "price": "$39.87", "quantity": ""},
{"title": "COOFANDY Men's 2 Pack T Shirt Black White Cotton Pocket Tee Shirts Crew Neck Plain Tshirt Soft Multipack Tshirts for Casual Sleep", "asin": "B0DK3J5Q4D", "price": "$32.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Light Grey, White,Large)", "asin": "B0DQPY6YRZ", "price": "$32.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirt Bamboo Rayon Moisture-Wicking T-Shirts Stretch V-Neck Tees for Men, 3-Pack (L, Black/White/Light Gray)", "asin": "B08QJ1F2C9", "price": "$39.99", "quantity": ""},
{"title": "USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Large, Regular, Regular, Pack of 3 Assorted)", "asin": "B0DV59YK3K", "price": "$34.99", "quantity": ""},
{"title": "MAGNIVIT Pocket Shirt for Men Cotton Soft Tshirt Summer Lightweight Tee Crew Neck Pocket Classic Work Tee Men Army Green M", "asin": "B0D25MWZ9D", "price": "$14.99", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:48:33.654Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:48:33.654Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:48:33.654Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2618,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\\u2019 height, 37\\u201d chest, 28\\u201d waist, 168lbs weight, wearing in size M\"},\n{\"asin\": \"B0BK8YZQCP\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"X-Large\"},\n{\"Color\": \"White 3-pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B09T5XNK7F\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4MGBW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Long Sleeve Shirts for Men - Royally Comfortable - Soft Premium Fabric - Well Crafted Classic Tees (Earth 3 Pack, Large)\", \"asin\": \"B0CH7C68YV\", \"price\": \"$41.31\", \"quantity\": \"\"},\n{\"title\": \"Sailwind Mens Henley Short Sleeve T-Shirt Cotton Casual Shirt\", \"asin\": \"B091Y2SR3F\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Iseasoo Men's Crew Neck T-Shirts,4 Pack Classic Tees,Cotton Short Sleeve Comfort Cotton Jersey for Men(L)\", \"asin\": \"B0CYBK65Q4\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"netdraw Men's Ultra Soft Bamboo Viscose T-Shirt Curve Hem Lightweight Cooling Short Sleeve Casual Basic Tee Shirt (Pacific Blue, Large)\", \"asin\": \"B09XQHJMGP\", \"price\": \"$23.00\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Cool, Large)\", \"asin\": \"B0BP1QFWPH\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's 2 Pack T Shirt Black White Cotton Pocket Tee Shirts Crew Neck Plain Tshirt Soft Multipack Tshirts for Casual Sleep\", \"asin\": \"B0DK3J5Q4D\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Waffle Knit Shirts, Casual Textured Crew Neck Summer T-Shirts Lightweight Solid Pullover Tee(Black, Light Grey, White,Large)\", \"asin\": \"B0DQPY6YRZ\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirt Bamboo Rayon Moisture-Wicking T-Shirts Stretch V-Neck Tees for Men, 3-Pack (L, Black/White/Light Gray)\", \"asin\": \"B08QJ1F2C9\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"USQUARED Men's Crew Neck Tee 100% Combed Lightweight Cotton T-Shirts (US, Alpha, Large, Regular, Regular, Pack of 3 Assorted)\", \"asin\": \"B0DV59YK3K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"MAGNIVIT Pocket Shirt for Men Cotton Soft Tshirt Summer Lightweight Tee Crew Neck Pocket Classic Work Tee Men Army Green M\", \"asin\": \"B0D25MWZ9D\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:48:33.654Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58CYZB\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"X-Large\"},\n{\"Color\": \"Pack of 3 Assorted\"}],\n\"promotion_items\": [{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,3X-Large)\", \"asin\": \"B0DQLCZGFS\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M\", \"asin\": \"B0C7L51QGD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Dark Gray, Light Gray,Large)\", \"asin\": \"B0DPQ4MXS8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall V Neck T Shirts Short Sleeve Plus Size Tees Casual Cotton Basic Shirts with Pocket(Navy Blue, Light Gray, Light Blue,3X-Large)\", \"asin\": \"B0DR2Y2CF7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Variety Crew Neck Pack T-Shirts for Men - Soft and Fit Mens T-Shirt - Cotton Poly Blend - Pre Shrunk - XL\", \"asin\": \"B0B57SM47V\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)\", \"asin\": \"B0DS6BSR2M\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue\", \"asin\": \"B0DTHF1RXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Large)\", \"asin\": \"B0DS6DFKW7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue\", \"asin\": \"B0DTHF1RXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:48:51.014Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:48:51.014Z
|
click
|
nav_bar
|
rule
|
train
| 2,619 |
2025-04-15T03:48:51.014Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "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": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)"},
{"price": "$34.99"},
{"bullet_list": "PREMIUM 100% COMBED COTTON \u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \u2714 Black (3-Pack) \u2013 A timeless wardrobe essential \u2714 Navy (3-Pack) \u2013 A sophisticated deep blue for a modern touch \u2714 White (3-Pack) \u2013 A clean, fresh look that pairs with everything \u2714 Mixed Pack (Black/Navy/White) \u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering."},
{"asin": "B0DV58CYZB"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "X-Large"},
{"Color": "Pack of 3 Assorted"}],
"promotion_items": [{"title": "Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White", "asin": "B08CS3C4PT", "price": "$37.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,3X-Large)", "asin": "B0DQLCZGFS", "price": "$45.99", "quantity": ""},
{"title": "VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M", "asin": "B0C7L51QGD", "price": "$24.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Dark Gray, Light Gray,Large)", "asin": "B0DPQ4MXS8", "price": "$36.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall V Neck T Shirts Short Sleeve Plus Size Tees Casual Cotton Basic Shirts with Pocket(Navy Blue, Light Gray, Light Blue,3X-Large)", "asin": "B0DR2Y2CF7", "price": "$36.99", "quantity": ""},
{"title": "Fresh Clean Threads Variety Crew Neck Pack T-Shirts for Men - Soft and Fit Mens T-Shirt - Cotton Poly Blend - Pre Shrunk - XL", "asin": "B0B57SM47V", "price": "$76.00", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)", "asin": "B0DS6BSR2M", "price": "$36.99", "quantity": ""},
{"title": "COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue", "asin": "B0DTHF1RXY", "price": "$14.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)", "asin": "B0DQL9F82M", "price": "$45.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)", "asin": "B0DNFK5ZBD", "price": "$36.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)", "asin": "B0DSZM7WFT", "price": "$36.99", "quantity": ""},
{"title": "DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)", "asin": "B0D7D3YX5Q", "price": "$39.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Large)", "asin": "B0DS6DFKW7", "price": "$36.99", "quantity": ""},
{"title": "Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)", "asin": "B0DSZM7WFT", "price": "$36.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDM94XN", "price": "$44.98", "quantity": ""},
{"title": "COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue", "asin": "B0DTHF1RXY", "price": "$14.99", "quantity": ""},
{"title": "Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)", "asin": "B0DQL9F82M", "price": "$45.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)", "asin": "B0DNFK5ZBD", "price": "$36.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:48:51.014Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:48:51.014Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:48:51.014Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 2619,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"PREMIUM 100% COMBED COTTON \\u2013 USQUARED t-shirts for men Crafted from high-quality combed cotton, these mens tshirts are ultra-soft, breathable, and durable. The natural cotton fibers provide superior comfort, moisture-wicking properties, and long-lasting color retention. CLASSIC & VERSATILE \\u2013 USQUARED men shirts has short sleeves, a solid color, and neat stitching. Simple, stylish, and perfect for any occasion. EASY TO STYLE \\u2013 Wear it alone or layer it up! This Usquared men's basic T-shirt pairs easily with jeans, chinos, or shorts for a casual look. Dress it up with a jacket or keep it relaxed with joggers. Pack of 3 \\u2013 Classic Colors for Every Style Upgrade your wardrobe with our premium-quality undershirts for men pack, offering three versatile and stylish T-shirts in multiple color options to match your look: \\u2714 Black (3-Pack) \\u2013 A timeless wardrobe essential \\u2714 Navy (3-Pack) \\u2013 A sophisticated deep blue for a modern touch \\u2714 White (3-Pack) \\u2013 A clean, fresh look that pairs with everything \\u2714 Mixed Pack (Black/Navy/White) \\u2013 One of each for ultimate versatility EASY CARE & PERFECT FIT \\u2013 True-to-size US fit. Machine washable and durable with no special care needed. Check our size chart for the best fit before ordering.\"},\n{\"asin\": \"B0DV58CYZB\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"X-Large\"},\n{\"Color\": \"Pack of 3 Assorted\"}],\n\"promotion_items\": [{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Army Green, Dark Gray,3X-Large)\", \"asin\": \"B0DQLCZGFS\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men Brown M\", \"asin\": \"B0C7L51QGD\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Cotton Short Sleeve Plus Size Tee Loose Fit Casual T Shirts Basic Oversized Tops(Black, Dark Gray, Light Gray,Large)\", \"asin\": \"B0DPQ4MXS8\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall V Neck T Shirts Short Sleeve Plus Size Tees Casual Cotton Basic Shirts with Pocket(Navy Blue, Light Gray, Light Blue,3X-Large)\", \"asin\": \"B0DR2Y2CF7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Fresh Clean Threads Variety Crew Neck Pack T-Shirts for Men - Soft and Fit Mens T-Shirt - Cotton Poly Blend - Pre Shrunk - XL\", \"asin\": \"B0B57SM47V\", \"price\": \"$76.00\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,X-Large)\", \"asin\": \"B0DS6BSR2M\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue\", \"asin\": \"B0DTHF1RXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Heavyweight T-Shirt Cotton Sorona Casual Plain Shirts Side Slit Tees Crewneck for Men 2-Pack(M, Black)\", \"asin\": \"B0D7D3YX5Q\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Short Sleeve Shirts Casual Basic Tees Summer Tees Solid Layer Tops(Black, Light Mixed Gray, Dark Blue,Large)\", \"asin\": \"B0DS6DFKW7\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 3 Pack Men's Big and Tall Cotton T Shirts Lightweight Crew Neck Short Sleeve Tees Plus Size Basic Casual Workout Tops(Black, Light Gray, Haze Blue,Large)\", \"asin\": \"B0DSZM7WFT\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDM94XN\", \"price\": \"$44.98\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's T Shirt Short Sleeve Crew Neck T-Shirt Casual Summer Tshirt Classic Basic Tee Shirt Dark Blue\", \"asin\": \"B0DTHF1RXY\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Neer 4 Pack Men's Big and Tall Shirts Summer Cotton Short Sleeve Tee Crew Neck Casual Top Basic Oversize T Shirts(Black, White, Dark Gray, Light Gray,3X-Large)\", \"asin\": \"B0DQL9F82M\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:48:51.014Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\\u2019 height, 37\\u201d chest, 28\\u201d waist, 168lbs weight, wearing in size M\"},\n{\"asin\": \"B09NBQ3G53\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"X-Large\"},\n{\"Color\": \"White 3-pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, White, S\", \"asin\": \"B0BJZ1FLB2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5CP1SQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL\", \"asin\": \"B0DBH7N7B8\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNSD2Z\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B09T5XNK7F\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Summer Fasvorite Basic Cotton Blend Crew Neck Premium T-Shirt White US XL (CMTTS0198 Pack of 3)\", \"asin\": \"B0D2QH5X3W\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNSD2Z\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5CP1SQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL\", \"asin\": \"B0DBH7N7B8\", \"price\": \"$18.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:49:15.909Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:49:15.909Z
|
click
|
review
|
rule
|
train
| 2,620 |
2025-04-15T03:49:15.909Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee"},
{"price": "$26.99"},
{"bullet_list": "Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\u2019 height, 37\u201d chest, 28\u201d waist, 168lbs weight, wearing in size M"},
{"asin": "B09NBQ3G53"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "X-Large"},
{"Color": "White 3-pack"}],
"promotion_items": [{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White", "asin": "B08CS3C4PT", "price": "$37.99", "quantity": ""},
{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, White, S", "asin": "B0BJZ1FLB2", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B5CP1SQ", "price": "$24.99", "quantity": ""},
{"title": "Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL", "asin": "B0DBH7N7B8", "price": "$18.99", "quantity": ""},
{"title": "H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)", "asin": "B06ZYTFXF4", "price": "$16.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDNSD2Z", "price": "$41.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Essential, Large)", "asin": "B09T5XNK7F", "price": "$39.87", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)", "asin": "B0C2CHVZQZ", "price": "$48.99", "quantity": ""},
{"title": "H2H Mens Summer Fasvorite Basic Cotton Blend Crew Neck Premium T-Shirt White US XL (CMTTS0198 Pack of 3)", "asin": "B0D2QH5X3W", "price": "$45.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDNSD2Z", "price": "$41.99", "quantity": ""},
{"title": "Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White", "asin": "B08CS3C4PT", "price": "$37.99", "quantity": ""},
{"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B5CP1SQ", "price": "$24.99", "quantity": ""},
{"title": "Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL", "asin": "B0DBH7N7B8", "price": "$18.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:49:15.909Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:49:15.909Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:49:15.909Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2620,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\\u2019 height, 37\\u201d chest, 28\\u201d waist, 168lbs weight, wearing in size M\"},\n{\"asin\": \"B09NBQ3G53\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"X-Large\"},\n{\"Color\": \"White 3-pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, White, S\", \"asin\": \"B0BJZ1FLB2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5CP1SQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL\", \"asin\": \"B0DBH7N7B8\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNSD2Z\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B09T5XNK7F\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Summer Fasvorite Basic Cotton Blend Crew Neck Premium T-Shirt White US XL (CMTTS0198 Pack of 3)\", \"asin\": \"B0D2QH5X3W\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNSD2Z\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5CP1SQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL\", \"asin\": \"B0DBH7N7B8\", \"price\": \"$18.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:49:15.909Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\\u2019 height, 37\\u201d chest, 28\\u201d waist, 168lbs weight, wearing in size M\"},\n{\"asin\": \"B09NBQ3G53\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White 3-pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, White, S\", \"asin\": \"B0BJZ1FLB2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5CP1SQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL\", \"asin\": \"B0DBH7N7B8\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNSD2Z\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B09T5XNK7F\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Summer Fasvorite Basic Cotton Blend Crew Neck Premium T-Shirt White US XL (CMTTS0198 Pack of 3)\", \"asin\": \"B0D2QH5X3W\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNSD2Z\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5CP1SQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL\", \"asin\": \"B0DBH7N7B8\", \"price\": \"$18.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:49:17.598Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:49:17.598Z
|
click
|
product_option
|
rule
|
train
| 2,621 |
2025-04-15T03:49:17.598Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee"},
{"price": "$26.99"},
{"bullet_list": "Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\u2019 height, 37\u201d chest, 28\u201d waist, 168lbs weight, wearing in size M"},
{"asin": "B09NBQ3G53"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "White 3-pack"}],
"promotion_items": [{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White", "asin": "B08CS3C4PT", "price": "$37.99", "quantity": ""},
{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, White, S", "asin": "B0BJZ1FLB2", "price": "$29.99", "quantity": ""},
{"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B5CP1SQ", "price": "$24.99", "quantity": ""},
{"title": "Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL", "asin": "B0DBH7N7B8", "price": "$18.99", "quantity": ""},
{"title": "H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)", "asin": "B06ZYTFXF4", "price": "$16.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDNSD2Z", "price": "$41.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Essential, Large)", "asin": "B09T5XNK7F", "price": "$39.87", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)", "asin": "B0C2CHVZQZ", "price": "$48.99", "quantity": ""},
{"title": "H2H Mens Summer Fasvorite Basic Cotton Blend Crew Neck Premium T-Shirt White US XL (CMTTS0198 Pack of 3)", "asin": "B0D2QH5X3W", "price": "$45.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BWDNSD2Z", "price": "$41.99", "quantity": ""},
{"title": "Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White", "asin": "B08CS3C4PT", "price": "$37.99", "quantity": ""},
{"title": "5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men", "asin": "B09B5CP1SQ", "price": "$24.99", "quantity": ""},
{"title": "Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL", "asin": "B0DBH7N7B8", "price": "$18.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:49:17.598Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:49:17.598Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:49:17.598Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2621,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\\u2019 height, 37\\u201d chest, 28\\u201d waist, 168lbs weight, wearing in size M\"},\n{\"asin\": \"B09NBQ3G53\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White 3-pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 1, White, S\", \"asin\": \"B0BJZ1FLB2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5CP1SQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL\", \"asin\": \"B0DBH7N7B8\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNSD2Z\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Essential, Large)\", \"asin\": \"B09T5XNK7F\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Mens Summer Fasvorite Basic Cotton Blend Crew Neck Premium T-Shirt White US XL (CMTTS0198 Pack of 3)\", \"asin\": \"B0D2QH5X3W\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BWDNSD2Z\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's Slim Fit Crew Neck T-Shirts, 3 Pack Super Soft Tees, AMZ Exclusive White\", \"asin\": \"B08CS3C4PT\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"5 Pack Men's Dry Fit T Shirts Athletic Running Gym Workout Short Sleeve Tee Shirts for Men\", \"asin\": \"B09B5CP1SQ\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Men's Ultra Soft Premium Cotton Pocket T-Shirt Classic Fit Lightweight Cooling Short Sleeve Casual Tee Shirt White XL\", \"asin\": \"B0DBH7N7B8\", \"price\": \"$18.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:49:17.598Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0CB2WC6ZS\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CKM11TYW\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL\", \"asin\": \"B09WVFR66W\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End\\nMen's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0BRQWQ63Z\", \"price\": \"$24.46\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL\", \"asin\": \"B09WVGJ2J6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CKM1YLHM\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nMen's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0C7KPKJDW\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0BK8YZQCP\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0D4M3WCBZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0765LY2WV\", \"price\": \"$26.21\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZKDQLV\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D6CJHNXC\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 3-Pack Undershirts Stretchy Cotton Spandex T-Shirts V-Neck Shirts for Men\", \"asin\": \"B08MCGCWCN\", \"price\": \"$29.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee\", \"asin\": \"B092LP3RXN\", \"price\": \"$19.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Athletic Washed T-Shirts Basic Crew Neck Tees Tops Causal Distressed Cotton T Shirts for Men\", \"asin\": \"B0CFV63T9N\", \"price\": \"$23.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BTTQNRTH\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00L6PI71W\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Pocket Tee Shirts Soft Crew Neck Stretch T Shirt Plain Casual Short Sleeve Summer Basic Tops\", \"asin\": \"B0DK3HQ4L1\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Stretchy Undershirts Crew Neck Long Back Hem T-Shirts\", \"asin\": \"B08MCJVSJN\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)\", \"asin\": \"B01BJCWXBQ\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Premium V Neck T Shirts for Men - Modern Fitted Tees Vneck Undershirts\", \"asin\": \"B0CF4PGWQY\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Multipack\", \"asin\": \"B0DPB1GVKZ\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612XWR9\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B093151XR7\", \"price\": \"$20.13\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Men's Originals Crew Undershirts\", \"asin\": \"B0BXBKRNS6\", \"price\": \"$16.90\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Everyday Soft Crewneck T-Shirt Tee\", \"asin\": \"B09V344DBM\", \"price\": \"$17.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt with Pocket, Style G2300, 2-Pack\", \"asin\": \"B07M61KYY4\", \"price\": \"$12.80\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket T-Shirt Multipack (5 Pack)\", \"asin\": \"B07BB7XV8B\", \"price\": \"$24.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3600\", \"asin\": \"B0BS77988F\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+\", \"asin\": \"B071FHF1QV\", \"price\": \"$8.54\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WKKZX55\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5QJFT\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Eversoft Cotton Stay Tucked V-Neck T-Shirt\", \"asin\": \"B08N1LYMMK\", \"price\": \"$17.24\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4 Pack: Men's Cotton Performance Short Sleeve Crew Neck Pocket T-Shirt Athletic Top (Available in Big & Tall)\", \"asin\": \"B08QXZD1H6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 21 - 24 for Prime members\"},\n{\"title\": \"Adult Heavy Cotton Long Sleeve T-Shirt, Style G5400, 2-Pack\", \"asin\": \"B07MKKRM7Z\", \"price\": \"$15.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's EverSoft Cotton Sleeveless Moisture Wicking T-Shirts with Odor Control\", \"asin\": \"B0C1TBPSQB\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B083JP7B3T\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B09LD7QD4C\", \"price\": \"$44.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Thistletown Hills Short Sleeve\", \"asin\": \"B0CLQVHZRN\", \"price\": \"$20.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Cool Graphic T-Shirts for Men S - 4XL Premium Quality Unique Graphic Art Tees\", \"asin\": \"B0CCWZ8GVF\", \"price\": \"$28.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fresh Iq Slim Fit Crew Undershirt, 4-pack\", \"asin\": \"B00UOO7FLO\", \"price\": \"$26.43\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078L9XPC2\", \"price\": \"$13.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Oversized Cotton T-Shirts Loose Fit Vintage Washed Tee Unisex Short Sleeve Casual Shirts Tops\", \"asin\": \"B0D45MFDNQ\", \"price\": \"$35.71\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton Short Sleeve Pocket T-Shirts, Breathable & Tag Free\", \"asin\": \"B09T3QZZPG\", \"price\": \"$13.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Solid Crew Neck T-Shirt\", \"asin\": \"B07HR7ZW53\", \"price\": \"$12.73\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Topwater Short Sleeve T-Shirt\", \"asin\": \"B079TJR6HX\", \"price\": \"$18.81\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B00KBZOXOS\", \"price\": \"$17.10\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B0734GHM4C\", \"price\": \"$23.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Thu, Apr 17\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:52:00.846Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:52:00.846Z
|
click
|
filter
|
rule
|
train
| 2,622 |
2025-04-15T03:52:00.846Z
|
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 UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "VEIISAR\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0CB2WC6ZS", "price": "$24.99", "quantity": ""},
{"title": "Comfneat\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBPXF8G", "price": "$26.99", "quantity": ""},
{"title": "INTO THE AM\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B0CKM11TYW", "price": "$139.95", "quantity": ""},
{"title": "KLIEGOU\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL", "asin": "B09WVFR66W", "price": "$24.99", "quantity": ""},
{"title": "Lands' End\nMen's Super-T Short Sleeve T-Shirt", "asin": "B0BRQWQ63Z", "price": "$24.46", "quantity": ""},
{"title": "KLIEGOU\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL", "asin": "B09WVGJ2J6", "price": "$24.99", "quantity": ""},
{"title": "Comfneat\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBPXF8G", "price": "$26.99", "quantity": ""},
{"title": "INTO THE AM\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B0CKM1YLHM", "price": "$139.95", "quantity": ""},
{"title": "VEIISAR\nMen's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL", "asin": "B0C7KPKJDW", "price": "$26.99", "quantity": ""},
{"title": "KLIEGOU\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL", "asin": "B07SKVB4L1", "price": "$16.99", "quantity": ""}],
"ads": [{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL", "asin": "B0CCT3WHSS"}],
"search_results": [{"title": "Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L5L9MG", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B0BK8YZQCP", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)", "asin": "B0DV59459L", "price": "$34.99", "delivery": "FREE delivery Thu, Apr 17 Only 3 left in stock - order soon."},
{"title": "Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt", "asin": "B0D4M3WCBZ", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Super-T Short Sleeve T-Shirt", "asin": "B0765LY2WV", "price": "$26.21", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack", "asin": "B0D2PJH88X", "price": "$21.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2NQ9VQ", "price": "$19.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B077ZKDQLV", "price": "$19.97", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT3YV2K", "price": "$49.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09T3S7Y3W", "price": "$12.60", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D6CJHNXC", "price": "$56.00", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "Men's 3-Pack Undershirts Stretchy Cotton Spandex T-Shirts V-Neck Shirts for Men", "asin": "B08MCGCWCN", "price": "$29.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee", "asin": "B092LP3RXN", "price": "$19.53", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Athletic Washed T-Shirts Basic Crew Neck Tees Tops Causal Distressed Cotton T Shirts for Men", "asin": "B0CFV63T9N", "price": "$23.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack", "asin": "B08N5GW2DP", "price": "$10.62", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack", "asin": "B09TPLMG4S", "price": "$12.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Originals Lightweight Tri-Blend Crewneck T-Shirts", "asin": "B0BTTQNRTH", "price": "$4.39", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B00L6PI71W", "price": "$14.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Pocket Tee Shirts Soft Crew Neck Stretch T Shirt Plain Casual Short Sleeve Summer Basic Tops", "asin": "B0DK3HQ4L1", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Stretchy Undershirts Crew Neck Long Back Hem T-Shirts", "asin": "B08MCJVSJN", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)", "asin": "B01BJCWXBQ", "price": "$19.49", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Mens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL", "asin": "B07SKVB4L1", "price": "$16.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)", "asin": "B01MYWGRYW", "price": "$14.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07GBX9YH6", "price": "$49.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Stretch T-Shirts, Multipack", "asin": "B084HFQXHJ", "price": "$19.04", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBPXF8G", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Premium V Neck T Shirts for Men - Modern Fitted Tees Vneck Undershirts", "asin": "B0CF4PGWQY", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew Neck T-Shirts, Multipack", "asin": "B0DPB1GVKZ", "price": "$9.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B07612XWR9", "price": "$10.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Premium Crew Tee", "asin": "B00QFRWL9A", "price": "$9.99", "delivery": "FREE delivery Apr 18 - 21 for Prime members"},
{"title": "Men's V-Neck T-Shirts, Multipack, Style G1103", "asin": "B093151XR7", "price": "$20.13", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall", "asin": "B00NOY2W0U", "price": "$9.22", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Men's Originals Crew Undershirts", "asin": "B0BXBKRNS6", "price": "$16.90", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack", "asin": "B0BHX6W3SJ", "price": "$28.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Everyday Soft Crewneck T-Shirt Tee", "asin": "B09V344DBM", "price": "$17.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Ultra Cotton T-Shirt with Pocket, Style G2300, 2-Pack", "asin": "B07M61KYY4", "price": "$12.80", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt", "asin": "B07HRFW1GZ", "price": "$17.14", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt", "asin": "B0000ANHSZ", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors", "asin": "B00LSRU2JS", "price": "$14.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Pocket T-Shirt Multipack (5 Pack)", "asin": "B07BB7XV8B", "price": "$24.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts", "asin": "B08SQ6HHSG", "price": "$27.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3600", "asin": "B0BS77988F", "price": "$9.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Dri-Power Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+", "asin": "B071FHF1QV", "price": "$8.54", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees", "asin": "B08WKKZX55", "price": "$54.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L5QJFT", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack", "asin": "B01M2ZHP00", "delivery": ""},
{"title": "Men's Eversoft Cotton Stay Tucked V-Neck T-Shirt", "asin": "B08N1LYMMK", "price": "$17.24", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "4 Pack: Men's Cotton Performance Short Sleeve Crew Neck Pocket T-Shirt Athletic Top (Available in Big & Tall)", "asin": "B08QXZD1H6", "price": "$29.99", "delivery": "FREE delivery Apr 21 - 24 for Prime members"},
{"title": "Adult Heavy Cotton Long Sleeve T-Shirt, Style G5400, 2-Pack", "asin": "B07MKKRM7Z", "price": "$15.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's EverSoft Cotton Sleeveless Moisture Wicking T-Shirts with Odor Control", "asin": "B0C1TBPSQB", "price": "$16.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B083JP7B3T", "price": "$24.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 5 Pack Crew Neck T-Shirt", "asin": "B09LD7QD4C", "price": "$44.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Thistletown Hills Short Sleeve", "asin": "B0CLQVHZRN", "price": "$20.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Cool Graphic T-Shirts for Men S - 4XL Premium Quality Unique Graphic Art Tees", "asin": "B0CCWZ8GVF", "price": "$28.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Fresh Iq Slim Fit Crew Undershirt, 4-pack", "asin": "B00UOO7FLO", "price": "$26.43", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)", "asin": "B078L9XPC2", "price": "$13.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Oversized Cotton T-Shirts Loose Fit Vintage Washed Tee Unisex Short Sleeve Casual Shirts Tops", "asin": "B0D45MFDNQ", "price": "$35.71", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Eversoft Cotton Short Sleeve Pocket T-Shirts, Breathable & Tag Free", "asin": "B09T3QZZPG", "price": "$13.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Solid Crew Neck T-Shirt", "asin": "B07HR7ZW53", "price": "$12.73", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Topwater Short Sleeve T-Shirt", "asin": "B079TJR6HX", "price": "$18.81", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B00KBZOXOS", "price": "$17.10", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B0734GHM4C", "price": "$23.00", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Thu, Apr 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:52:00.846Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:52:00.846Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:52:00.846Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"index": 2622,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0CB2WC6ZS\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CKM11TYW\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL\", \"asin\": \"B09WVFR66W\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End\\nMen's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0BRQWQ63Z\", \"price\": \"$24.46\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL\", \"asin\": \"B09WVGJ2J6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CKM1YLHM\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nMen's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0C7KPKJDW\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0BK8YZQCP\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0D4M3WCBZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0765LY2WV\", \"price\": \"$26.21\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZKDQLV\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D6CJHNXC\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 3-Pack Undershirts Stretchy Cotton Spandex T-Shirts V-Neck Shirts for Men\", \"asin\": \"B08MCGCWCN\", \"price\": \"$29.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee\", \"asin\": \"B092LP3RXN\", \"price\": \"$19.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Athletic Washed T-Shirts Basic Crew Neck Tees Tops Causal Distressed Cotton T Shirts for Men\", \"asin\": \"B0CFV63T9N\", \"price\": \"$23.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BTTQNRTH\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00L6PI71W\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Pocket Tee Shirts Soft Crew Neck Stretch T Shirt Plain Casual Short Sleeve Summer Basic Tops\", \"asin\": \"B0DK3HQ4L1\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Stretchy Undershirts Crew Neck Long Back Hem T-Shirts\", \"asin\": \"B08MCJVSJN\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)\", \"asin\": \"B01BJCWXBQ\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Premium V Neck T Shirts for Men - Modern Fitted Tees Vneck Undershirts\", \"asin\": \"B0CF4PGWQY\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Multipack\", \"asin\": \"B0DPB1GVKZ\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612XWR9\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B093151XR7\", \"price\": \"$20.13\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Men's Originals Crew Undershirts\", \"asin\": \"B0BXBKRNS6\", \"price\": \"$16.90\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Everyday Soft Crewneck T-Shirt Tee\", \"asin\": \"B09V344DBM\", \"price\": \"$17.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt with Pocket, Style G2300, 2-Pack\", \"asin\": \"B07M61KYY4\", \"price\": \"$12.80\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket T-Shirt Multipack (5 Pack)\", \"asin\": \"B07BB7XV8B\", \"price\": \"$24.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3600\", \"asin\": \"B0BS77988F\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+\", \"asin\": \"B071FHF1QV\", \"price\": \"$8.54\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WKKZX55\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5QJFT\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Eversoft Cotton Stay Tucked V-Neck T-Shirt\", \"asin\": \"B08N1LYMMK\", \"price\": \"$17.24\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4 Pack: Men's Cotton Performance Short Sleeve Crew Neck Pocket T-Shirt Athletic Top (Available in Big & Tall)\", \"asin\": \"B08QXZD1H6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 21 - 24 for Prime members\"},\n{\"title\": \"Adult Heavy Cotton Long Sleeve T-Shirt, Style G5400, 2-Pack\", \"asin\": \"B07MKKRM7Z\", \"price\": \"$15.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's EverSoft Cotton Sleeveless Moisture Wicking T-Shirts with Odor Control\", \"asin\": \"B0C1TBPSQB\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B083JP7B3T\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B09LD7QD4C\", \"price\": \"$44.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Thistletown Hills Short Sleeve\", \"asin\": \"B0CLQVHZRN\", \"price\": \"$20.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Cool Graphic T-Shirts for Men S - 4XL Premium Quality Unique Graphic Art Tees\", \"asin\": \"B0CCWZ8GVF\", \"price\": \"$28.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fresh Iq Slim Fit Crew Undershirt, 4-pack\", \"asin\": \"B00UOO7FLO\", \"price\": \"$26.43\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078L9XPC2\", \"price\": \"$13.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Oversized Cotton T-Shirts Loose Fit Vintage Washed Tee Unisex Short Sleeve Casual Shirts Tops\", \"asin\": \"B0D45MFDNQ\", \"price\": \"$35.71\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton Short Sleeve Pocket T-Shirts, Breathable & Tag Free\", \"asin\": \"B09T3QZZPG\", \"price\": \"$13.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Solid Crew Neck T-Shirt\", \"asin\": \"B07HR7ZW53\", \"price\": \"$12.73\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Topwater Short Sleeve T-Shirt\", \"asin\": \"B079TJR6HX\", \"price\": \"$18.81\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B00KBZOXOS\", \"price\": \"$17.10\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B0734GHM4C\", \"price\": \"$23.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Thu, Apr 17\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:52:00.846Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": 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\"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": 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21 for Prime members\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B093151XR7\", \"price\": \"$20.13\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Men's Originals Crew Undershirts\", \"asin\": \"B0BXBKRNS6\", \"price\": \"$16.90\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Everyday Soft Crewneck T-Shirt Tee\", \"asin\": \"B09V344DBM\", \"price\": \"$17.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt with Pocket, Style G2300, 2-Pack\", \"asin\": \"B07M61KYY4\", \"price\": \"$12.80\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket T-Shirt Multipack (5 Pack)\", \"asin\": \"B07BB7XV8B\", \"price\": \"$24.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3600\", \"asin\": \"B0BS77988F\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+\", \"asin\": \"B071FHF1QV\", \"price\": \"$8.54\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WKKZX55\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5QJFT\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Eversoft Cotton Stay Tucked V-Neck T-Shirt\", \"asin\": \"B08N1LYMMK\", \"price\": \"$17.24\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4 Pack: Men's Cotton Performance Short Sleeve Crew Neck Pocket T-Shirt Athletic Top (Available in Big & Tall)\", \"asin\": \"B08QXZD1H6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 21 - 24 for Prime members\"},\n{\"title\": \"Adult Heavy Cotton Long Sleeve T-Shirt, Style G5400, 2-Pack\", \"asin\": \"B07MKKRM7Z\", \"price\": \"$15.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's EverSoft Cotton Sleeveless Moisture Wicking T-Shirts with Odor Control\", \"asin\": \"B0C1TBPSQB\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B083JP7B3T\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B09LD7QD4C\", \"price\": \"$44.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Thistletown Hills Short Sleeve\", \"asin\": \"B0CLQVHZRN\", \"price\": \"$20.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Cool Graphic T-Shirts for Men S - 4XL Premium Quality Unique Graphic Art Tees\", \"asin\": \"B0CCWZ8GVF\", \"price\": \"$28.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fresh Iq Slim Fit Crew Undershirt, 4-pack\", \"asin\": \"B00UOO7FLO\", \"price\": \"$26.43\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078L9XPC2\", \"price\": \"$13.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Oversized Cotton T-Shirts Loose Fit Vintage Washed Tee Unisex Short Sleeve Casual Shirts Tops\", \"asin\": \"B0D45MFDNQ\", \"price\": \"$35.71\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton Short Sleeve Pocket T-Shirts, Breathable & Tag Free\", \"asin\": \"B09T3QZZPG\", \"price\": \"$13.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Solid Crew Neck T-Shirt\", \"asin\": \"B07HR7ZW53\", \"price\": \"$12.73\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Topwater Short Sleeve T-Shirt\", \"asin\": \"B079TJR6HX\", \"price\": \"$18.81\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B00KBZOXOS\", \"price\": \"$17.10\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B0734GHM4C\", \"price\": \"$23.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Thu, Apr 17\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:52:01.563Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:52:01.563Z
|
click
|
filter
|
rule
|
train
| 2,623 |
2025-04-15T03:52:01.563Z
|
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 UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "VEIISAR\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0CB2WC6ZS", "price": "$24.99", "quantity": ""},
{"title": "Comfneat\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBPXF8G", "price": "$26.99", "quantity": ""},
{"title": "INTO THE AM\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B0CKM11TYW", "price": "$139.95", "quantity": ""},
{"title": "KLIEGOU\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL", "asin": "B09WVFR66W", "price": "$24.99", "quantity": ""},
{"title": "Lands' End\nMen's Super-T Short Sleeve T-Shirt", "asin": "B0BRQWQ63Z", "price": "$24.46", "quantity": ""},
{"title": "KLIEGOU\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL", "asin": "B09WVGJ2J6", "price": "$24.99", "quantity": ""},
{"title": "Comfneat\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBPXF8G", "price": "$26.99", "quantity": ""},
{"title": "INTO THE AM\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B0CKM1YLHM", "price": "$139.95", "quantity": ""},
{"title": "VEIISAR\nMen's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL", "asin": "B0C7KPKJDW", "price": "$26.99", "quantity": ""},
{"title": "KLIEGOU\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL", "asin": "B07SKVB4L1", "price": "$16.99", "quantity": ""}],
"ads": [{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL", "asin": "B0CCT3WHSS"}],
"search_results": [{"title": "Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L5L9MG", "price": "$24.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B0BK8YZQCP", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)", "asin": "B0DV59459L", "price": "$34.99", "delivery": "FREE delivery Thu, Apr 17 Only 3 left in stock - order soon."},
{"title": "Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt", "asin": "B0D4M3WCBZ", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Super-T Short Sleeve T-Shirt", "asin": "B0765LY2WV", "price": "$26.21", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack", "asin": "B0D2PJH88X", "price": "$21.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts", "asin": "B08F2NQ9VQ", "price": "$19.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew T-Shirts, Multipack, Style G1100", "asin": "B077ZKDQLV", "price": "$19.97", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x", "asin": "B071DVQLT2", "price": "$7.57", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0CCT3YV2K", "price": "$49.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09T3S7Y3W", "price": "$12.60", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D6CJHNXC", "price": "$56.00", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "Men's 3-Pack Undershirts Stretchy Cotton Spandex T-Shirts V-Neck Shirts for Men", "asin": "B08MCGCWCN", "price": "$29.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee", "asin": "B092LP3RXN", "price": "$19.53", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Athletic Washed T-Shirts Basic Crew Neck Tees Tops Causal Distressed Cotton T Shirts for Men", "asin": "B0CFV63T9N", "price": "$23.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack", "asin": "B08N5GW2DP", "price": "$10.62", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack", "asin": "B09TPLMG4S", "price": "$12.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Originals Lightweight Tri-Blend Crewneck T-Shirts", "asin": "B0BTTQNRTH", "price": "$4.39", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available", "asin": "B00L6PI71W", "price": "$14.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Pocket Tee Shirts Soft Crew Neck Stretch T Shirt Plain Casual Short Sleeve Summer Basic Tops", "asin": "B0DK3HQ4L1", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Stretchy Undershirts Crew Neck Long Back Hem T-Shirts", "asin": "B08MCJVSJN", "price": "$26.99", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)", "asin": "B01BJCWXBQ", "price": "$19.49", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Mens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL", "asin": "B07SKVB4L1", "price": "$16.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)", "asin": "B01MYWGRYW", "price": "$14.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B07GBX9YH6", "price": "$49.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Stretch T-Shirts, Multipack", "asin": "B084HFQXHJ", "price": "$19.04", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee", "asin": "B09NBPXF8G", "price": "$26.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Premium V Neck T Shirts for Men - Modern Fitted Tees Vneck Undershirts", "asin": "B0CF4PGWQY", "price": "$19.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Crew Neck T-Shirts, Multipack", "asin": "B0DPB1GVKZ", "price": "$9.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack", "asin": "B07612XWR9", "price": "$10.90", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Premium Crew Tee", "asin": "B00QFRWL9A", "price": "$9.99", "delivery": "FREE delivery Apr 18 - 21 for Prime members"},
{"title": "Men's V-Neck T-Shirts, Multipack, Style G1103", "asin": "B093151XR7", "price": "$20.13", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall", "asin": "B00NOY2W0U", "price": "$9.22", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Men's Originals Crew Undershirts", "asin": "B0BXBKRNS6", "price": "$16.90", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack", "asin": "B0BHX6W3SJ", "price": "$28.75", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Everyday Soft Crewneck T-Shirt Tee", "asin": "B09V344DBM", "price": "$17.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Unisex Adult Ultra Cotton T-Shirt with Pocket, Style G2300, 2-Pack", "asin": "B07M61KYY4", "price": "$12.80", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt", "asin": "B07HRFW1GZ", "price": "$17.14", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt", "asin": "B0000ANHSZ", "price": "$14.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors", "asin": "B00LSRU2JS", "price": "$14.25", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Pocket T-Shirt Multipack (5 Pack)", "asin": "B07BB7XV8B", "price": "$24.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts", "asin": "B08SQ6HHSG", "price": "$27.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3600", "asin": "B0BS77988F", "price": "$9.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Dri-Power Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+", "asin": "B071FHF1QV", "price": "$8.54", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees", "asin": "B08WKKZX55", "price": "$54.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL", "asin": "B0C7L5QJFT", "price": "$24.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack", "asin": "B01M2ZHP00", "delivery": ""},
{"title": "Men's Eversoft Cotton Stay Tucked V-Neck T-Shirt", "asin": "B08N1LYMMK", "price": "$17.24", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "4 Pack: Men's Cotton Performance Short Sleeve Crew Neck Pocket T-Shirt Athletic Top (Available in Big & Tall)", "asin": "B08QXZD1H6", "price": "$29.99", "delivery": "FREE delivery Apr 21 - 24 for Prime members"},
{"title": "Adult Heavy Cotton Long Sleeve T-Shirt, Style G5400, 2-Pack", "asin": "B07MKKRM7Z", "price": "$15.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's EverSoft Cotton Sleeveless Moisture Wicking T-Shirts with Odor Control", "asin": "B0C1TBPSQB", "price": "$16.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B083JP7B3T", "price": "$24.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 5 Pack Crew Neck T-Shirt", "asin": "B09LD7QD4C", "price": "$44.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Thistletown Hills Short Sleeve", "asin": "B0CLQVHZRN", "price": "$20.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Cool Graphic T-Shirts for Men S - 4XL Premium Quality Unique Graphic Art Tees", "asin": "B0CCWZ8GVF", "price": "$28.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Fresh Iq Slim Fit Crew Undershirt, 4-pack", "asin": "B00UOO7FLO", "price": "$26.43", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)", "asin": "B078L9XPC2", "price": "$13.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Oversized Cotton T-Shirts Loose Fit Vintage Washed Tee Unisex Short Sleeve Casual Shirts Tops", "asin": "B0D45MFDNQ", "price": "$35.71", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Eversoft Cotton Short Sleeve Pocket T-Shirts, Breathable & Tag Free", "asin": "B09T3QZZPG", "price": "$13.98", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Solid Crew Neck T-Shirt", "asin": "B07HR7ZW53", "price": "$12.73", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Topwater Short Sleeve T-Shirt", "asin": "B079TJR6HX", "price": "$18.81", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack", "asin": "B00KBZOXOS", "price": "$17.10", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B0734GHM4C", "price": "$23.00", "delivery": "FREE delivery Mon, Apr 28 Or fastest delivery Thu, Apr 17"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:52:01.563Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:52:01.563Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:52:01.563Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"index": 2623,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"VEIISAR\\nCrew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0CB2WC6ZS\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CKM11TYW\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL\", \"asin\": \"B09WVFR66W\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lands' End\\nMen's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0BRQWQ63Z\", \"price\": \"$24.46\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMen's T-Shirts - Premium Cotton Crew Neck Tees S - 4XL\", \"asin\": \"B09WVGJ2J6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Comfneat\\nMen's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM\\nMens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B0CKM1YLHM\", \"price\": \"$139.95\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR\\nMen's Heavy Weight Crew Neck T-Shirt Mens Premium Cotton Tee - Pre Shrunk S-3XL\", \"asin\": \"B0C7KPKJDW\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"KLIEGOU\\nMens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5L9MG\", \"price\": \"$24.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B0BK8YZQCP\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T Shirts - Short Sleeves Crew Neck Ultra Soft 100% Combed Cotton T Shirts for Men Summer Basic Tops (3 Pack)\", \"asin\": \"B0DV59459L\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Only 3 left in stock - order soon.\"},\n{\"title\": \"Mens Bamboo Viscose T Shirt Ultra Soft Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt Undershirt\", \"asin\": \"B0D4M3WCBZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Super-T Short Sleeve T-Shirt\", \"asin\": \"B0765LY2WV\", \"price\": \"$26.21\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket Undershirt Pack, Cotton Crew Neck T-Shirt, Moisture Wicking Tee, Assorted 6-Pack\", \"asin\": \"B0D2PJH88X\", \"price\": \"$21.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirts, Moisture Wicking & Tag Free, Short Sleeve Crew T-Shirts\", \"asin\": \"B08F2NQ9VQ\", \"price\": \"$19.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew T-Shirts, Multipack, Style G1100\", \"asin\": \"B077ZKDQLV\", \"price\": \"$19.97\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Cotton Blend Short Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+, Sizes S-4x\", \"asin\": \"B071DVQLT2\", \"price\": \"$7.57\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0CCT3YV2K\", \"price\": \"$49.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09T3S7Y3W\", \"price\": \"$12.60\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D6CJHNXC\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's 3-Pack Undershirts Stretchy Cotton Spandex T-Shirts V-Neck Shirts for Men\", \"asin\": \"B08MCGCWCN\", \"price\": \"$29.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Cotton Crew Neck T-Shirt Fresh Classic Tee\", \"asin\": \"B092LP3RXN\", \"price\": \"$19.53\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Athletic Washed T-Shirts Basic Crew Neck Tees Tops Causal Distressed Cotton T Shirts for Men\", \"asin\": \"B0CFV63T9N\", \"price\": \"$23.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Softstyle Cotton T-Shirt, Style G64000, Multipack\", \"asin\": \"B08N5GW2DP\", \"price\": \"$10.62\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"T-Shirts for Men, 100% Cotton and Cotton-Poly Blend, Regular-Fit, Short-Sleeve Crewneck, 2-Pack\", \"asin\": \"B09TPLMG4S\", \"price\": \"$12.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Originals Lightweight Tri-Blend Crewneck T-Shirts\", \"asin\": \"B0BTTQNRTH\", \"price\": \"$4.39\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton, Moisture-Wicking Crew Tee Undershirts, Multi-Packs Available\", \"asin\": \"B00L6PI71W\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Pocket Tee Shirts Soft Crew Neck Stretch T Shirt Plain Casual Short Sleeve Summer Basic Tops\", \"asin\": \"B0DK3HQ4L1\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Stretchy Undershirts Crew Neck Long Back Hem T-Shirts\", \"asin\": \"B08MCJVSJN\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Mens Heavyweight Cotton T-Shirt Plain Tee (Available in Big & Tall)\", \"asin\": \"B01BJCWXBQ\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens 100 Cotton Hipster Hip Hop Longline Crewneck T-Shirt Pre - Shrunk S-4XL\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Everyday Soft, Comfortable T-Shirt (Regular or Big & Tall)\", \"asin\": \"B01MYWGRYW\", \"price\": \"$14.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B07GBX9YH6\", \"price\": \"$49.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Stretch T-Shirts, Multipack\", \"asin\": \"B084HFQXHJ\", \"price\": \"$19.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\", \"asin\": \"B09NBPXF8G\", \"price\": \"$26.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Premium V Neck T Shirts for Men - Modern Fitted Tees Vneck Undershirts\", \"asin\": \"B0CF4PGWQY\", \"price\": \"$19.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Crew Neck T-Shirts, Multipack\", \"asin\": \"B0DPB1GVKZ\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt, Style G2000, Multipack\", \"asin\": \"B07612XWR9\", \"price\": \"$10.90\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Premium Crew Tee\", \"asin\": \"B00QFRWL9A\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Apr 18 - 21 for Prime members\"},\n{\"title\": \"Men's V-Neck T-Shirts, Multipack, Style G1103\", \"asin\": \"B093151XR7\", \"price\": \"$20.13\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Beefy-T T-Shirt, Heavyweight Cotton Tee, 1 Or 2 Pack, Big & Tall\", \"asin\": \"B00NOY2W0U\", \"price\": \"$9.22\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Men's Originals Crew Undershirts\", \"asin\": \"B0BXBKRNS6\", \"price\": \"$16.90\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Ultimate Comfort Fit Undershirt,Crewneck Stretch-cotton T-Shirt, 4-pack\", \"asin\": \"B0BHX6W3SJ\", \"price\": \"$28.75\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Everyday Soft Crewneck T-Shirt Tee\", \"asin\": \"B09V344DBM\", \"price\": \"$17.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Unisex Adult Ultra Cotton T-Shirt with Pocket, Style G2300, 2-Pack\", \"asin\": \"B07M61KYY4\", \"price\": \"$12.80\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Solid Crew Neck Short-Sleeve Pocket T-Shirt\", \"asin\": \"B07HRFW1GZ\", \"price\": \"$17.14\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Loose Fit Heavyweight Short-Sleeve Pocket T-Shirt\", \"asin\": \"B0000ANHSZ\", \"price\": \"$14.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens Cotton, Moisture-wicking V-neck Tee Undershirts, Multiple Packs And Colors\", \"asin\": \"B00LSRU2JS\", \"price\": \"$14.25\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Pocket T-Shirt Multipack (5 Pack)\", \"asin\": \"B07BB7XV8B\", \"price\": \"$24.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Hawaiian Floral Shirts Cotton Linen Button Down Tropical Holiday Beach Shirts\", \"asin\": \"B08SQ6HHSG\", \"price\": \"$27.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3600\", \"asin\": \"B0BS77988F\", \"price\": \"$9.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Dri-Power Long Sleeve Tees, Moisture Wicking, Odor Protection, UPF 30+\", \"asin\": \"B071FHF1QV\", \"price\": \"$8.54\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WKKZX55\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck Tees Premium Men's T-Shirts - Soft and Fit Mens T-Shirt - Casual Stylish Tee for Men S - 4XL\", \"asin\": \"B0C7L5QJFT\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's X-Temp Performance T-Shirt Pack, Cotton Blend Moisture-Wicking Tees for Men, 2-Pack\", \"asin\": \"B01M2ZHP00\", \"delivery\": \"\"},\n{\"title\": \"Men's Eversoft Cotton Stay Tucked V-Neck T-Shirt\", \"asin\": \"B08N1LYMMK\", \"price\": \"$17.24\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"4 Pack: Men's Cotton Performance Short Sleeve Crew Neck Pocket T-Shirt Athletic Top (Available in Big & Tall)\", \"asin\": \"B08QXZD1H6\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 21 - 24 for Prime members\"},\n{\"title\": \"Adult Heavy Cotton Long Sleeve T-Shirt, Style G5400, 2-Pack\", \"asin\": \"B07MKKRM7Z\", \"price\": \"$15.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's EverSoft Cotton Sleeveless Moisture Wicking T-Shirts with Odor Control\", \"asin\": \"B0C1TBPSQB\", \"price\": \"$16.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B083JP7B3T\", \"price\": \"$24.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 5 Pack Crew Neck T-Shirt\", \"asin\": \"B09LD7QD4C\", \"price\": \"$44.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Thistletown Hills Short Sleeve\", \"asin\": \"B0CLQVHZRN\", \"price\": \"$20.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Cool Graphic T-Shirts for Men S - 4XL Premium Quality Unique Graphic Art Tees\", \"asin\": \"B0CCWZ8GVF\", \"price\": \"$28.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fresh Iq Slim Fit Crew Undershirt, 4-pack\", \"asin\": \"B00UOO7FLO\", \"price\": \"$26.43\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's T-Shirt, Classic Graphic T-Shirt, Soft and Comfortable T-Shirts for Men, Script Logo (Reg. or Big & Tall)\", \"asin\": \"B078L9XPC2\", \"price\": \"$13.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Oversized Cotton T-Shirts Loose Fit Vintage Washed Tee Unisex Short Sleeve Casual Shirts Tops\", \"asin\": \"B0D45MFDNQ\", \"price\": \"$35.71\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Eversoft Cotton Short Sleeve Pocket T-Shirts, Breathable & Tag Free\", \"asin\": \"B09T3QZZPG\", \"price\": \"$13.98\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Solid Crew Neck T-Shirt\", \"asin\": \"B07HR7ZW53\", \"price\": \"$12.73\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Topwater Short Sleeve T-Shirt\", \"asin\": \"B079TJR6HX\", \"price\": \"$18.81\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Short Sleeve Essentials Crewneck Cotton T-Shirt, Multipack\", \"asin\": \"B00KBZOXOS\", \"price\": \"$17.10\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B0734GHM4C\", \"price\": \"$23.00\", \"delivery\": \"FREE delivery Mon, Apr 28 Or fastest delivery Thu, Apr 17\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:52:01.563Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Just a dad who always came back with the milk fathers day T-Shirt\", \"asin\": \"B0DP5DP3BM\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Love Heart Puzzle acceptance Men Women kids autism awareness T-Shirt\", \"asin\": \"B0F1CRBY6P\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Tommy John Men's Slim Fit Crew Neck Undershirt, Cool Cotton Fabric, Slim Fit T-Shirt with Stay Tuck Design\", \"asin\": \"B0821SJSK3\", \"price\": \"$108.00\", \"quantity\": \"\"},\n{\"title\": \"Bulk Custom T Shirts Customized Personalized Shirts Custom Shirts for Men Design Your Own Custom Tee Shirts\", \"asin\": \"B0F4M8SLBK\", \"price\": \"$13.77\", \"quantity\": \"\"},\n{\"title\": \"Rhone Reign Mens Workout Shirts, Anti-Odor, Quick Dry Mens Gym Shirts, Workout Shirts for Men\", \"asin\": \"B0DMXP8298\", \"price\": \"$54.40\", \"quantity\": \"\"},\n{\"title\": \"FTT Men Cotton Blend Not Found Print Round Neck T-Shirt\", \"asin\": \"B0DD44Y16D\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"BAMBOO COOL Men's Ultra ComfortSoft Underwear, Moisture Wicking & Breathable No Ride Up Boxer Briefs with Fly, Multipack\", \"asin\": \"B0B3LWGP36\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": 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Fiber Texture Design Leather Hybrid Slim Case (Compatible with MagSafe) Black\", \"asin\": \"/promo/A1R12EOS5LCVQW\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SURITCH for iPhone 13 Pro Case with Magnetic Camera Slide Cover and Adjustable Kickstand, Compatible with MagSafe, Shockproof Bumper Case Slim Protective Cover for iPhone 13 Pro 6.1 Inch, Black\", \"asin\": \"/promo/A2DC375691CKIT\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"OQTIQ Magnetic Wireless Charging Car Mount CD Phone Holder Compatible with Magsafe iPhone (Black)\", \"asin\": \"B0B9J5PTH6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall 15W for Magsafe Car Mount Charger - [3-in-1 Upgraded Intelligent Chip] 360\\u00b0 Wireless Car Phone Holder Charger Vent Dashboard Magnetic Phone Holders for Your Car for iPhone 16 15 Pro Max\", \"asin\": \"1f5f4125\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SCHUGS for Mag-Safe Car Charger Mount, [Zinc Alloy] 15W Fast Charging Ultra Magnetic Car Phone Holder, Magnetic Wireless Car Charger Dashboard, iPhone Car Mount Chrager for iPhone 16 15 14 13 Pro Max\", \"asin\": \"B0DHZ7D2RD\", \"price\": \"$25.48\", \"quantity\": \"\"},\n{\"title\": \"Bisikor Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm Double Sided Wearable Silicone Magnetic Strap for iWatch Ultra SE Series 10 9 8 7 6 5 4 3 2 1 (42/44/45/46/49, Brown/Indigo)\", \"asin\": \"/promo/A1V4QXWGYDH426\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Adorve Solo Loop Band Compatible with Apple Watch Band 45mm 44mm 49mm 41mm 40mm 38mm 42mm for Men Women, Breathable Sport Silicone Wristband for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra Ultra 2\", \"asin\": \"B0CWPB9KZS\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"WestEagle Magnetic Leather Bands Compatible with Apple Watch 49mm 46mm 45mm 44mm 42mm(Series 3/2/1) for Men Women, Genuine Leather with Magnetic Buckle for iWatch Ultra 1/2 Series SE/10/9/8/7/6/5/4/3\", \"asin\": \"B0CB84FRLS\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"LDSXAY for MagSafe Wallet, Magnetic Phone Wallet with Adjustable Stand & Money Clip, Detachable Magnetic Wallet for iPhone 16/15/14/13/12 Pro Max Plus, 10+ Cards Holder\", \"asin\": \"/promo/A2KDOTSXCRH4GC\", \"price\": \"$26.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Men's Undershirt Classic Crew Neck Undershirt - 12 Pack\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Thu, Apr 24 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D6L7MZCH\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend\", \"asin\": \"B0DFMR98Y9\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens Big & Tall Polo Shirt \\u2013 Premium Stretch Cotton Polo for Men with Metal Snap Buttons\", \"asin\": \"B0CPR18DNQ\", \"price\": \"$59.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"36 Pack Men's Cotton Short Sleeve T-Shirts Lightweight Bulk Crew Tees in Mixed Bright Colors\", \"asin\": \"B08WZ9B3GP\", \"price\": \"$181.08\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZSSMVZ\", \"price\": \"$89.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0B57TPMH4\", \"price\": \"$76.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4VYQL62\", \"price\": \"$54.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WKKZX55\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White LG\", \"asin\": \"B07Q8JF5LL\", \"price\": \"$55.01\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09VCFP3N9\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 18 - 22 Or fastest delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07M8YCCFM\", \"price\": \"$54.00\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"T-Shirts - Size 7X - Plus Size Men's Solid Colors Cotton T-Shirts Short Sleeve Lightweight Big Tall Tees, Bulk\", \"asin\": \"B095QXX4FS\", \"price\": \"$95.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"6 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Black Colors Bulk Pack (5X-Large)\", \"asin\": \"B08YCCQ4Y2\", \"price\": \"$59.04\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack\", \"asin\": \"B0010B1AQ6\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKM3L9B\", \"price\": \"$54.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"6210 Multipack Unisex Bundle CVC Short Sleeve Crewneck T-Shirt 3 | 6 | 10 Pack - Make Your Own Assorted Color Set\", \"asin\": \"B08S61GTRH\", \"price\": \"$56.45\", \"delivery\": \"$1.99 delivery Apr 19 - 21\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees\", \"asin\": \"B09TG3DVTJ\", \"price\": \"$68.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07M8D9JT8\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys\", \"asin\": \"B09W9YKDPK\", \"price\": \"$139.68\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Mixed Bright Colors Bulk Pack\", \"asin\": \"B09JTSC33D\", \"price\": \"$112.32\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton Crew Tshirts, Assorted Wholesale Sleeve Tee Shirts, XX-Large\", \"asin\": \"B09W7R3Y1Z\", \"price\": \"$68.04\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Case Pack of 14 Boxes with 12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees, Size Small\", \"asin\": \"B0DCP2XZ4X\", \"price\": \"$530.88\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"6 Packs of Bulk Men's T-Shirts Eversoft Cotton Regular Fit Short Sleeve Crew Neck Lightweight T-Shirt Tees\", \"asin\": \"B0BX1G7VF7\", \"price\": \"$59.52\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White XL\", \"asin\": \"B07Q359WB6\", \"price\": \"$55.78\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend\", \"asin\": \"B0BTZNDVMQ\", \"price\": \"$76.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Classics 5-Pack Undershirts\", \"asin\": \"B07TGQPYJN\", \"price\": \"$55.70\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Calvin Klein Men's Cotton Classic 5-Pack Slim Undershirts\", \"asin\": \"B07TFRQWGV\", \"price\": \"$69.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C3245XPN\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"T-Shirts Pack:Unisex Cotton Crew T Shirts Bulk Short Sleeve Heavyweight Vintage Tees Mix Colors Clothes Basic Tops\", \"asin\": \"B0D4Q8X41M\", \"price\": \"$57.01\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"12 Pack Wholesale Mens Soft Cotton Slim Fit Crew Neck Short Sleeve T-Shirts Mix Colors Bulk Size\", \"asin\": \"B09J6YWT6Z\", \"price\": \"$57.24\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts\", \"asin\": \"B0CL1BWP48\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Big and Tall Shirts \\u2013 Stretch T-Shirt for Casual Wear (Available in Longer and Regular Length)\", \"asin\": \"B0CPR1J4L5\", \"price\": \"$99.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B01BJ5NDKI\", \"price\": \"$55.71\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Heavyweight T Shirts for Men S - 3XL Boxy 100% Cotton Heavy Duty Thick Weight Tshirt\", \"asin\": \"B0DNTX91WB\", \"price\": \"$59.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 100% Organic Cotton T-Shirt - Fair Trade Certified Shirts for Men - Men's Cotton Tees - Plain Color T-Shirt (4 Pack)\", \"asin\": \"B0C7F3SR77\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 21 - 23 Or fastest delivery Apr 17 - 21\"},\n{\"title\": \"Men's Heavy Cotton Short Sleeve T-Shirt, Style G500, Multipack of 1|2|4|6|10, Make Your Own Customized Set!\", \"asin\": \"B0BRNYJTFG\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"Men's Cotton Classics 5-Pack Tanks\", \"asin\": \"B07TBHFSR8\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Ekko Men's T-Shirts, Fitted, Scoop Neck Shirt, Apparel for Men, Mens Shirts, Basic Shirts for Men, Lightweight Mens T-Shirts\", \"asin\": \"B0DQM1VRYG\", \"price\": \"$59.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B0734JWD4L\", \"price\": \"$61.72\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Fit Cotton Jersey T-Shirt\", \"asin\": \"B0D96Y5ZW8\", \"price\": \"$60.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirt Classic V-Neck Undershirt - 6 Pack\", \"asin\": \"B002ZMJABQ\", \"price\": \"$59.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirt, Adult Ultra Cotton 6 Oz. Tee with Pocket, Multipack 1I3I6I10\", \"asin\": \"B0CX381YZT\", \"price\": \"$87.71\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"Men's Gunmetal Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt, Flag on Right Sleeve (3 Pack)\", \"asin\": \"B0C4MFG4J1\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Men's Ribbed Crew Neck Regular Fit Center Logo T-Shirt\", \"asin\": \"B08VPXJXJ6\", \"price\": \"$58.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Red, White, and Blue Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C382LW8S\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Premium V Neck T Shirts for Men - Modern Fitted Tees S - 2XL Vneck Undershirts\", \"asin\": \"B09VYLPJM1\", \"price\": \"$62.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Jersey Short Sleeve Tee\", \"asin\": \"B083SCFSQ7\", \"price\": \"$55.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White MD\", \"asin\": \"B07S85MZC6\", \"price\": \"$64.77\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Premium Henley Shirts for Men - Casual Short Sleeve Modern Fit T-Shirt\", \"asin\": \"B0CL5Q1ZPZ\", \"price\": \"$61.95\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Big and Tall Shirts for Men \\u2013 3 Pk 100% Cotton Men Big and Tall T-Shirt\", \"asin\": \"B09HHHNGBC\", \"price\": \"$54.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack\", \"asin\": \"B000Z9DNUK\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Comfort Colors Heavyweight Short Sleeve T-Shirts 1717 - Make Your Own Assorted Color Set (2 | 3 | 4 | 5-Pack)\", \"asin\": \"B0CDXD4FXX\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C32BZPWT\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Men's Cotton Crew Neck T-Shirt, 3-Pack\", \"asin\": \"B01FUW4PWQ\", \"price\": \"$70.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Polo RL Men's Classic Fit V-Neck T-Shirt\", \"asin\": \"B0DKTJ6ZT9\", \"price\": \"$59.21\", \"delivery\": \"FREE delivery May 2 - 17 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Crew Neck T-Shirt, S - 3XL with Modern Cut\", \"asin\": \"B0CDH9VG18\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Short Sleeve Regular Fit Ultra Dry Croc Graphic Tee Shirt\", \"asin\": \"B09RQ8CVGS\", \"price\": \"$62.30\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Shirt\", \"asin\": \"B0CP7V2KCP\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B09B21GD9Q\", \"price\": \"$56.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Slim Fit Undershirt w/Wicking 5-Pack Crews\", \"asin\": \"B0C7DD9MGN\", \"price\": \"$69.48\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:52:10.586Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:52:10.586Z
|
click_product
|
B01KNM69IG
|
rule
|
train
| 2,624 |
2025-04-15T03:52:10.586Z
|
click_product
|
B01KNM69IG
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mens T shirts lightweight"}],
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{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "Just a dad who always came back with the milk fathers day T-Shirt", "asin": "B0DP5DP3BM", "price": "$22.99", "quantity": ""},
{"title": "Love Heart Puzzle acceptance Men Women kids autism awareness T-Shirt", "asin": "B0F1CRBY6P", "price": "$21.99", "quantity": ""},
{"title": "Tommy John Men's Slim Fit Crew Neck Undershirt, Cool Cotton Fabric, Slim Fit T-Shirt with Stay Tuck Design", "asin": "B0821SJSK3", "price": "$108.00", "quantity": ""},
{"title": "Bulk Custom T Shirts Customized Personalized Shirts Custom Shirts for Men Design Your Own Custom Tee Shirts", "asin": "B0F4M8SLBK", "price": "$13.77", "quantity": ""},
{"title": "Rhone Reign Mens Workout Shirts, Anti-Odor, Quick Dry Mens Gym Shirts, Workout Shirts for Men", "asin": "B0DMXP8298", "price": "$54.40", "quantity": ""},
{"title": "FTT Men Cotton Blend Not Found Print Round Neck T-Shirt", "asin": "B0DD44Y16D", "price": "$30.00", "quantity": ""},
{"title": "BAMBOO COOL Men's Ultra ComfortSoft Underwear, Moisture Wicking & Breathable No Ride Up Boxer Briefs with Fly, Multipack", "asin": "B0B3LWGP36", "price": "$50.99", "quantity": ""},
{"title": "", "asin": "B07SKVB4L1", "price": "$16.99", "quantity": ""},
{"title": "", "asin": "B07TNC1LMT", "price": "$44.95", "quantity": ""},
{"title": "", "asin": "B0B3TM15X7", "price": "$23.99", "quantity": ""},
{"title": "", "asin": "B0D97HHV5W", "price": "$19.98", "quantity": ""},
{"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "/promo/AQAOG1AZQYMM2", "price": "$19.99", "quantity": ""},
{"title": "for Magsafe Wallet with Airtag Holder, Magnetic Wallet for iPhone 16/15/14/13/12 Series, 9-Card Holder, Open ID Window, Mag safe Wallet with Adjustable Stand, RFID Blocking, Black Carbon Fiber", "asin": "/promo/A3A9532GNDRKI5", "price": "$29.23", "quantity": ""},
{"title": "TENDLIN Magnetic Case Compatible with iPhone 16 Pro Phone Case Wood Grain with Carbon Fiber Texture Design Leather Hybrid Slim Case (Compatible with MagSafe) Black", "asin": "/promo/A1R12EOS5LCVQW", "price": "$19.99", "quantity": ""},
{"title": "SURITCH for iPhone 13 Pro Case with Magnetic Camera Slide Cover and Adjustable Kickstand, Compatible with MagSafe, Shockproof Bumper Case Slim Protective Cover for iPhone 13 Pro 6.1 Inch, Black", "asin": "/promo/A2DC375691CKIT", "price": "$25.99", "quantity": ""},
{"title": "OQTIQ Magnetic Wireless Charging Car Mount CD Phone Holder Compatible with Magsafe iPhone (Black)", "asin": "B0B9J5PTH6", "price": "$24.99", "quantity": ""},
{"title": "Lamicall 15W for Magsafe Car Mount Charger - [3-in-1 Upgraded Intelligent Chip] 360\u00b0 Wireless Car Phone Holder Charger Vent Dashboard Magnetic Phone Holders for Your Car for iPhone 16 15 Pro Max", "asin": "1f5f4125", "price": "$16.99", "quantity": ""},
{"title": "SCHUGS for Mag-Safe Car Charger Mount, [Zinc Alloy] 15W Fast Charging Ultra Magnetic Car Phone Holder, Magnetic Wireless Car Charger Dashboard, iPhone Car Mount Chrager for iPhone 16 15 14 13 Pro Max", "asin": "B0DHZ7D2RD", "price": "$25.48", "quantity": ""},
{"title": "Bisikor Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm Double Sided Wearable Silicone Magnetic Strap for iWatch Ultra SE Series 10 9 8 7 6 5 4 3 2 1 (42/44/45/46/49, Brown/Indigo)", "asin": "/promo/A1V4QXWGYDH426", "price": "$19.99", "quantity": ""},
{"title": "Adorve Solo Loop Band Compatible with Apple Watch Band 45mm 44mm 49mm 41mm 40mm 38mm 42mm for Men Women, Breathable Sport Silicone Wristband for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra Ultra 2", "asin": "B0CWPB9KZS", "price": "$5.99", "quantity": ""},
{"title": "WestEagle Magnetic Leather Bands Compatible with Apple Watch 49mm 46mm 45mm 44mm 42mm(Series 3/2/1) for Men Women, Genuine Leather with Magnetic Buckle for iWatch Ultra 1/2 Series SE/10/9/8/7/6/5/4/3", "asin": "B0CB84FRLS", "price": "$16.99", "quantity": ""},
{"title": "LDSXAY for MagSafe Wallet, Magnetic Phone Wallet with Adjustable Stand & Money Clip, Detachable Magnetic Wallet for iPhone 16/15/14/13/12 Pro Max Plus, 10+ Cards Holder", "asin": "/promo/A2KDOTSXCRH4GC", "price": "$26.99", "quantity": ""}],
"ads": [{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL", "asin": "B0CCT3WHSS"}],
"search_results": [{"title": "Men's Undershirt Classic Crew Neck Undershirt - 12 Pack", "asin": "B01KNM69IG", "price": "$115.00", "delivery": "FREE delivery Thu, Apr 24 Or fastest delivery Apr 16 - 18"},
{"title": "Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D6L7MZCH", "price": "$56.00", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend", "asin": "B0DFMR98Y9", "price": "$79.00", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Mens Big & Tall Polo Shirt \u2013 Premium Stretch Cotton Polo for Men with Metal Snap Buttons", "asin": "B0CPR18DNQ", "price": "$59.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "36 Pack Men's Cotton Short Sleeve T-Shirts Lightweight Bulk Crew Tees in Mixed Bright Colors", "asin": "B08WZ9B3GP", "price": "$181.08", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0BJZSSMVZ", "price": "$89.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\u2019s T- Cotton Poly", "asin": "B0B57TPMH4", "price": "$76.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D4VYQL62", "price": "$54.00", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees", "asin": "B08WKKZX55", "price": "$54.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Crew Neck T-Shirt 6-Pack White LG", "asin": "B07Q8JF5LL", "price": "$55.01", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09VCFP3N9", "price": "$59.99", "delivery": "FREE delivery Apr 18 - 22 Or fastest delivery Wed, Apr 16"},
{"title": "Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B07M8YCCFM", "price": "$54.00", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "T-Shirts - Size 7X - Plus Size Men's Solid Colors Cotton T-Shirts Short Sleeve Lightweight Big Tall Tees, Bulk", "asin": "B095QXX4FS", "price": "$95.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "6 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Black Colors Bulk Pack (5X-Large)", "asin": "B08YCCQ4Y2", "price": "$59.04", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack", "asin": "B0010B1AQ6", "price": "$69.00", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B09ZKM3L9B", "price": "$54.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "6210 Multipack Unisex Bundle CVC Short Sleeve Crewneck T-Shirt 3 | 6 | 10 Pack - Make Your Own Assorted Color Set", "asin": "B08S61GTRH", "price": "$56.45", "delivery": "$1.99 delivery Apr 19 - 21"},
{"title": "12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees", "asin": "B09TG3DVTJ", "price": "$68.04", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B07M8D9JT8", "price": "$54.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys", "asin": "B09W9YKDPK", "price": "$139.68", "delivery": "FREE delivery Apr 18 - 21"},
{"title": "24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Mixed Bright Colors Bulk Pack", "asin": "B09JTSC33D", "price": "$112.32", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Mens Cotton Crew Tshirts, Assorted Wholesale Sleeve Tee Shirts, XX-Large", "asin": "B09W7R3Y1Z", "price": "$68.04", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Case Pack of 14 Boxes with 12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees, Size Small", "asin": "B0DCP2XZ4X", "price": "$530.88", "delivery": "FREE delivery Apr 18 - 21"},
{"title": "6 Packs of Bulk Men's T-Shirts Eversoft Cotton Regular Fit Short Sleeve Crew Neck Lightweight T-Shirt Tees", "asin": "B0BX1G7VF7", "price": "$59.52", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Crew Neck T-Shirt 6-Pack White XL", "asin": "B07Q359WB6", "price": "$55.78", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend", "asin": "B0BTZNDVMQ", "price": "$76.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Classics 5-Pack Undershirts", "asin": "B07TGQPYJN", "price": "$55.70", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Calvin Klein Men's Cotton Classic 5-Pack Slim Undershirts", "asin": "B07TFRQWGV", "price": "$69.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt", "asin": "B0C3245XPN", "price": "$99.99", "delivery": "FREE delivery Thu, Apr 24"},
{"title": "T-Shirts Pack:Unisex Cotton Crew T Shirts Bulk Short Sleeve Heavyweight Vintage Tees Mix Colors Clothes Basic Tops", "asin": "B0D4Q8X41M", "price": "$57.01", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "12 Pack Wholesale Mens Soft Cotton Slim Fit Crew Neck Short Sleeve T-Shirts Mix Colors Bulk Size", "asin": "B09J6YWT6Z", "price": "$57.24", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts", "asin": "B0CL1BWP48", "price": "$69.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Big and Tall Shirts \u2013 Stretch T-Shirt for Casual Wear (Available in Longer and Regular Length)", "asin": "B0CPR1J4L5", "price": "$99.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B01BJ5NDKI", "price": "$55.71", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Heavyweight T Shirts for Men S - 3XL Boxy 100% Cotton Heavy Duty Thick Weight Tshirt", "asin": "B0DNTX91WB", "price": "$59.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 100% Organic Cotton T-Shirt - Fair Trade Certified Shirts for Men - Men's Cotton Tees - Plain Color T-Shirt (4 Pack)", "asin": "B0C7F3SR77", "price": "$69.99", "delivery": "FREE delivery Apr 21 - 23 Or fastest delivery Apr 17 - 21"},
{"title": "Men's Heavy Cotton Short Sleeve T-Shirt, Style G500, Multipack of 1|2|4|6|10, Make Your Own Customized Set!", "asin": "B0BRNYJTFG", "price": "$57.99", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "Men's Cotton Classics 5-Pack Tanks", "asin": "B07TBHFSR8", "price": "$55.00", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Ekko Men's T-Shirts, Fitted, Scoop Neck Shirt, Apparel for Men, Mens Shirts, Basic Shirts for Men, Lightweight Mens T-Shirts", "asin": "B0DQM1VRYG", "price": "$59.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B0734JWD4L", "price": "$61.72", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Classic Fit Cotton Jersey T-Shirt", "asin": "B0D96Y5ZW8", "price": "$60.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirt Classic V-Neck Undershirt - 6 Pack", "asin": "B002ZMJABQ", "price": "$59.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T-Shirt, Adult Ultra Cotton 6 Oz. Tee with Pocket, Multipack 1I3I6I10", "asin": "B0CX381YZT", "price": "$87.71", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "Men's Gunmetal Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt, Flag on Right Sleeve (3 Pack)", "asin": "B0C4MFG4J1", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 24"},
{"title": "Men's Ribbed Crew Neck Regular Fit Center Logo T-Shirt", "asin": "B08VPXJXJ6", "price": "$58.00", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Red, White, and Blue Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)", "asin": "B0C382LW8S", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 24"},
{"title": "Premium V Neck T Shirts for Men - Modern Fitted Tees S - 2XL Vneck Undershirts", "asin": "B09VYLPJM1", "price": "$62.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Jersey Short Sleeve Tee", "asin": "B083SCFSQ7", "price": "$55.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Crew Neck T-Shirt 6-Pack White MD", "asin": "B07S85MZC6", "price": "$64.77", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Premium Henley Shirts for Men - Casual Short Sleeve Modern Fit T-Shirt", "asin": "B0CL5Q1ZPZ", "price": "$61.95", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Big and Tall Shirts for Men \u2013 3 Pk 100% Cotton Men Big and Tall T-Shirt", "asin": "B09HHHNGBC", "price": "$54.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack", "asin": "B000Z9DNUK", "price": "$69.00", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Comfort Colors Heavyweight Short Sleeve T-Shirts 1717 - Make Your Own Assorted Color Set (2 | 3 | 4 | 5-Pack)", "asin": "B0CDXD4FXX", "price": "$64.99", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)", "asin": "B0C32BZPWT", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 24"},
{"title": "Men's Cotton Crew Neck T-Shirt, 3-Pack", "asin": "B01FUW4PWQ", "price": "$70.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Polo RL Men's Classic Fit V-Neck T-Shirt", "asin": "B0DKTJ6ZT9", "price": "$59.21", "delivery": "FREE delivery May 2 - 17 for Prime members"},
{"title": "Men's Short Sleeve Crew Neck T-Shirt, S - 3XL with Modern Cut", "asin": "B0CDH9VG18", "price": "$69.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Short Sleeve Regular Fit Ultra Dry Croc Graphic Tee Shirt", "asin": "B09RQ8CVGS", "price": "$62.30", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Shirt", "asin": "B0CP7V2KCP", "price": "$59.00", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B09B21GD9Q", "price": "$56.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Slim Fit Undershirt w/Wicking 5-Pack Crews", "asin": "B0C7DD9MGN", "price": "$69.48", "delivery": "Two-Day FREE delivery Wed, Apr 16"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:52:10.586Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:52:10.586Z\",\"action\": \"click_product\",\"acion_argument\": \"B01KNM69IG\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:52:10.586Z\",\"action\": \"click_product\",\"acion_argument\": \"B01KNM69IG\",}</answer>",
"index": 2624,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Just a dad who always came back with the milk fathers day T-Shirt\", \"asin\": \"B0DP5DP3BM\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Love Heart Puzzle acceptance Men Women kids autism awareness T-Shirt\", \"asin\": \"B0F1CRBY6P\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Tommy John Men's Slim Fit Crew Neck Undershirt, Cool Cotton Fabric, Slim Fit T-Shirt with Stay Tuck Design\", \"asin\": \"B0821SJSK3\", \"price\": \"$108.00\", \"quantity\": \"\"},\n{\"title\": \"Bulk Custom T Shirts Customized Personalized Shirts Custom Shirts for Men Design Your Own Custom Tee Shirts\", \"asin\": \"B0F4M8SLBK\", \"price\": \"$13.77\", \"quantity\": \"\"},\n{\"title\": \"Rhone Reign Mens Workout Shirts, Anti-Odor, Quick Dry Mens Gym Shirts, Workout Shirts for Men\", \"asin\": \"B0DMXP8298\", \"price\": \"$54.40\", \"quantity\": \"\"},\n{\"title\": \"FTT Men Cotton Blend Not Found Print Round Neck T-Shirt\", \"asin\": \"B0DD44Y16D\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"BAMBOO COOL Men's Ultra ComfortSoft Underwear, Moisture Wicking & Breathable No Ride Up Boxer Briefs with Fly, Multipack\", \"asin\": \"B0B3LWGP36\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07TNC1LMT\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0B3TM15X7\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D97HHV5W\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium\", \"asin\": \"/promo/AQAOG1AZQYMM2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"for Magsafe Wallet with Airtag Holder, Magnetic Wallet for iPhone 16/15/14/13/12 Series, 9-Card Holder, Open ID Window, Mag safe Wallet with Adjustable Stand, RFID Blocking, Black Carbon Fiber\", \"asin\": \"/promo/A3A9532GNDRKI5\", \"price\": \"$29.23\", \"quantity\": \"\"},\n{\"title\": \"TENDLIN Magnetic Case Compatible with iPhone 16 Pro Phone Case Wood Grain with Carbon Fiber Texture Design Leather Hybrid Slim Case (Compatible with MagSafe) Black\", \"asin\": \"/promo/A1R12EOS5LCVQW\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SURITCH for iPhone 13 Pro Case with Magnetic Camera Slide Cover and Adjustable Kickstand, Compatible with MagSafe, Shockproof Bumper Case Slim Protective Cover for iPhone 13 Pro 6.1 Inch, Black\", \"asin\": \"/promo/A2DC375691CKIT\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"OQTIQ Magnetic Wireless Charging Car Mount CD Phone Holder Compatible with Magsafe iPhone (Black)\", \"asin\": \"B0B9J5PTH6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall 15W for Magsafe Car Mount Charger - [3-in-1 Upgraded Intelligent Chip] 360\\u00b0 Wireless Car Phone Holder Charger Vent Dashboard Magnetic Phone Holders for Your Car for iPhone 16 15 Pro Max\", \"asin\": \"1f5f4125\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SCHUGS for Mag-Safe Car Charger Mount, [Zinc Alloy] 15W Fast Charging Ultra Magnetic Car Phone Holder, Magnetic Wireless Car Charger Dashboard, iPhone Car Mount Chrager for iPhone 16 15 14 13 Pro Max\", \"asin\": \"B0DHZ7D2RD\", \"price\": \"$25.48\", \"quantity\": \"\"},\n{\"title\": \"Bisikor Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm Double Sided Wearable Silicone Magnetic Strap for iWatch Ultra SE Series 10 9 8 7 6 5 4 3 2 1 (42/44/45/46/49, Brown/Indigo)\", \"asin\": \"/promo/A1V4QXWGYDH426\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Adorve Solo Loop Band Compatible with Apple Watch Band 45mm 44mm 49mm 41mm 40mm 38mm 42mm for Men Women, Breathable Sport Silicone Wristband for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra Ultra 2\", \"asin\": \"B0CWPB9KZS\", \"price\": \"$5.99\", \"quantity\": \"\"},\n{\"title\": \"WestEagle Magnetic Leather Bands Compatible with Apple Watch 49mm 46mm 45mm 44mm 42mm(Series 3/2/1) for Men Women, Genuine Leather with Magnetic Buckle for iWatch Ultra 1/2 Series SE/10/9/8/7/6/5/4/3\", \"asin\": \"B0CB84FRLS\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"LDSXAY for MagSafe Wallet, Magnetic Phone Wallet with Adjustable Stand & Money Clip, Detachable Magnetic Wallet for iPhone 16/15/14/13/12 Pro Max Plus, 10+ Cards Holder\", \"asin\": \"/promo/A2KDOTSXCRH4GC\", \"price\": \"$26.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Men's Undershirt Classic Crew Neck Undershirt - 12 Pack\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Thu, Apr 24 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D6L7MZCH\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend\", \"asin\": \"B0DFMR98Y9\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens Big & Tall Polo Shirt \\u2013 Premium Stretch Cotton Polo for Men with Metal Snap Buttons\", \"asin\": \"B0CPR18DNQ\", \"price\": \"$59.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"36 Pack Men's Cotton Short Sleeve T-Shirts Lightweight Bulk Crew Tees in Mixed Bright Colors\", \"asin\": \"B08WZ9B3GP\", \"price\": \"$181.08\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZSSMVZ\", \"price\": \"$89.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0B57TPMH4\", \"price\": \"$76.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4VYQL62\", \"price\": \"$54.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WKKZX55\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White LG\", \"asin\": \"B07Q8JF5LL\", \"price\": \"$55.01\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09VCFP3N9\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 18 - 22 Or fastest delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07M8YCCFM\", \"price\": \"$54.00\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"T-Shirts - Size 7X - Plus Size Men's Solid Colors Cotton T-Shirts Short Sleeve Lightweight Big Tall Tees, Bulk\", \"asin\": \"B095QXX4FS\", \"price\": \"$95.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"6 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Black Colors Bulk Pack (5X-Large)\", \"asin\": \"B08YCCQ4Y2\", \"price\": \"$59.04\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack\", \"asin\": \"B0010B1AQ6\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKM3L9B\", \"price\": \"$54.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"6210 Multipack Unisex Bundle CVC Short Sleeve Crewneck T-Shirt 3 | 6 | 10 Pack - Make Your Own Assorted Color Set\", \"asin\": \"B08S61GTRH\", \"price\": \"$56.45\", \"delivery\": \"$1.99 delivery Apr 19 - 21\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees\", \"asin\": \"B09TG3DVTJ\", \"price\": \"$68.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07M8D9JT8\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys\", \"asin\": \"B09W9YKDPK\", \"price\": \"$139.68\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Mixed Bright Colors Bulk Pack\", \"asin\": \"B09JTSC33D\", \"price\": \"$112.32\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton Crew Tshirts, Assorted Wholesale Sleeve Tee Shirts, XX-Large\", \"asin\": \"B09W7R3Y1Z\", \"price\": \"$68.04\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Case Pack of 14 Boxes with 12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees, Size Small\", \"asin\": \"B0DCP2XZ4X\", \"price\": \"$530.88\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"6 Packs of Bulk Men's T-Shirts Eversoft Cotton Regular Fit Short Sleeve Crew Neck Lightweight T-Shirt Tees\", \"asin\": \"B0BX1G7VF7\", \"price\": \"$59.52\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White XL\", \"asin\": \"B07Q359WB6\", \"price\": \"$55.78\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend\", \"asin\": \"B0BTZNDVMQ\", \"price\": \"$76.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Classics 5-Pack Undershirts\", \"asin\": \"B07TGQPYJN\", \"price\": \"$55.70\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Calvin Klein Men's Cotton Classic 5-Pack Slim Undershirts\", \"asin\": \"B07TFRQWGV\", \"price\": \"$69.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C3245XPN\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"T-Shirts Pack:Unisex Cotton Crew T Shirts Bulk Short Sleeve Heavyweight Vintage Tees Mix Colors Clothes Basic Tops\", \"asin\": \"B0D4Q8X41M\", \"price\": \"$57.01\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"12 Pack Wholesale Mens Soft Cotton Slim Fit Crew Neck Short Sleeve T-Shirts Mix Colors Bulk Size\", \"asin\": \"B09J6YWT6Z\", \"price\": \"$57.24\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts\", \"asin\": \"B0CL1BWP48\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Big and Tall Shirts \\u2013 Stretch T-Shirt for Casual Wear (Available in Longer and Regular Length)\", \"asin\": \"B0CPR1J4L5\", \"price\": \"$99.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B01BJ5NDKI\", \"price\": \"$55.71\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Heavyweight T Shirts for Men S - 3XL Boxy 100% Cotton Heavy Duty Thick Weight Tshirt\", \"asin\": \"B0DNTX91WB\", \"price\": \"$59.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 100% Organic Cotton T-Shirt - Fair Trade Certified Shirts for Men - Men's Cotton Tees - Plain Color T-Shirt (4 Pack)\", \"asin\": \"B0C7F3SR77\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 21 - 23 Or fastest delivery Apr 17 - 21\"},\n{\"title\": \"Men's Heavy Cotton Short Sleeve T-Shirt, Style G500, Multipack of 1|2|4|6|10, Make Your Own Customized Set!\", \"asin\": \"B0BRNYJTFG\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"Men's Cotton Classics 5-Pack Tanks\", \"asin\": \"B07TBHFSR8\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Ekko Men's T-Shirts, Fitted, Scoop Neck Shirt, Apparel for Men, Mens Shirts, Basic Shirts for Men, Lightweight Mens T-Shirts\", \"asin\": \"B0DQM1VRYG\", \"price\": \"$59.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B0734JWD4L\", \"price\": \"$61.72\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Fit Cotton Jersey T-Shirt\", \"asin\": \"B0D96Y5ZW8\", \"price\": \"$60.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirt Classic V-Neck Undershirt - 6 Pack\", \"asin\": \"B002ZMJABQ\", \"price\": \"$59.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirt, Adult Ultra Cotton 6 Oz. Tee with Pocket, Multipack 1I3I6I10\", \"asin\": \"B0CX381YZT\", \"price\": \"$87.71\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"Men's Gunmetal Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt, Flag on Right Sleeve (3 Pack)\", \"asin\": \"B0C4MFG4J1\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Men's Ribbed Crew Neck Regular Fit Center Logo T-Shirt\", \"asin\": \"B08VPXJXJ6\", \"price\": \"$58.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Red, White, and Blue Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C382LW8S\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Premium V Neck T Shirts for Men - Modern Fitted Tees S - 2XL Vneck Undershirts\", \"asin\": \"B09VYLPJM1\", \"price\": \"$62.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Jersey Short Sleeve Tee\", \"asin\": \"B083SCFSQ7\", \"price\": \"$55.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White MD\", \"asin\": \"B07S85MZC6\", \"price\": \"$64.77\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Premium Henley Shirts for Men - Casual Short Sleeve Modern Fit T-Shirt\", \"asin\": \"B0CL5Q1ZPZ\", \"price\": \"$61.95\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Big and Tall Shirts for Men \\u2013 3 Pk 100% Cotton Men Big and Tall T-Shirt\", \"asin\": \"B09HHHNGBC\", \"price\": \"$54.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack\", \"asin\": \"B000Z9DNUK\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Comfort Colors Heavyweight Short Sleeve T-Shirts 1717 - Make Your Own Assorted Color Set (2 | 3 | 4 | 5-Pack)\", \"asin\": \"B0CDXD4FXX\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C32BZPWT\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Men's Cotton Crew Neck T-Shirt, 3-Pack\", \"asin\": \"B01FUW4PWQ\", \"price\": \"$70.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Polo RL Men's Classic Fit V-Neck T-Shirt\", \"asin\": \"B0DKTJ6ZT9\", \"price\": \"$59.21\", \"delivery\": \"FREE delivery May 2 - 17 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Crew Neck T-Shirt, S - 3XL with Modern Cut\", \"asin\": \"B0CDH9VG18\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Short Sleeve Regular Fit Ultra Dry Croc Graphic Tee Shirt\", \"asin\": \"B09RQ8CVGS\", \"price\": \"$62.30\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Shirt\", \"asin\": \"B0CP7V2KCP\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B09B21GD9Q\", \"price\": \"$56.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Slim Fit Undershirt w/Wicking 5-Pack Crews\", \"asin\": \"B0C7DD9MGN\", \"price\": \"$69.48\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:52:10.586Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": 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\"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Tommy John Men's Slim Fit Crew Neck Undershirt, Cool Cotton Fabric, Slim Fit T-Shirt with Stay Tuck Design\", \"asin\": \"B0821SJSK3\", \"price\": \"$108.00\", \"quantity\": \"\"},\n{\"title\": \"Bulk Custom T Shirts Customized Personalized Shirts Custom Shirts for Men Design Your Own Custom Tee Shirts\", \"asin\": \"B0F4M8SLBK\", \"price\": \"$13.77\", \"quantity\": \"\"},\n{\"title\": \"Rhone Reign Mens Workout Shirts, Anti-Odor, Quick Dry Mens Gym Shirts, Workout Shirts for Men\", \"asin\": \"B0DMXP8298\", \"price\": \"$54.40\", \"quantity\": \"\"},\n{\"title\": \"FTT Men Cotton Blend Not Found Print Round Neck T-Shirt\", \"asin\": \"B0DD44Y16D\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"BAMBOO COOL Men's Ultra ComfortSoft Underwear, Moisture Wicking & Breathable No Ride Up Boxer Briefs with Fly, Multipack\", \"asin\": \"B0B3LWGP36\", \"price\": \"$50.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07SKVB4L1\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07TNC1LMT\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0B3TM15X7\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B0D97HHV5W\", \"price\": \"$19.98\", \"quantity\": \"\"},\n{\"title\": \"amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium\", \"asin\": \"/promo/AQAOG1AZQYMM2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"for Magsafe Wallet with Airtag Holder, Magnetic Wallet for iPhone 16/15/14/13/12 Series, 9-Card Holder, Open ID Window, Mag safe Wallet with Adjustable Stand, RFID Blocking, Black Carbon Fiber\", \"asin\": \"/promo/A3A9532GNDRKI5\", \"price\": \"$29.23\", \"quantity\": \"\"},\n{\"title\": \"TENDLIN Magnetic Case Compatible with iPhone 16 Pro Phone Case Wood Grain with Carbon Fiber Texture Design Leather Hybrid Slim Case (Compatible with MagSafe) Black\", \"asin\": \"/promo/A1R12EOS5LCVQW\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"SURITCH for iPhone 13 Pro Case with Magnetic Camera Slide Cover and Adjustable Kickstand, Compatible with MagSafe, Shockproof Bumper Case Slim Protective Cover for iPhone 13 Pro 6.1 Inch, Black\", \"asin\": \"/promo/A2DC375691CKIT\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"OQTIQ Magnetic Wireless Charging Car Mount CD Phone Holder Compatible with Magsafe iPhone (Black)\", \"asin\": \"B0B9J5PTH6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Lamicall 15W for Magsafe Car Mount Charger - [3-in-1 Upgraded Intelligent Chip] 360\\u00b0 Wireless Car Phone Holder Charger Vent Dashboard Magnetic Phone Holders for Your Car for iPhone 16 15 Pro Max\", \"asin\": \"1f5f4125\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"SCHUGS for Mag-Safe Car Charger Mount, [Zinc Alloy] 15W 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SE/10/9/8/7/6/5/4/3\", \"asin\": \"B0CB84FRLS\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"LDSXAY for MagSafe Wallet, Magnetic Phone Wallet with Adjustable Stand & Money Clip, Detachable Magnetic Wallet for iPhone 16/15/14/13/12 Pro Max Plus, 10+ Cards Holder\", \"asin\": \"/promo/A2KDOTSXCRH4GC\", \"price\": \"$26.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL\", \"asin\": \"B0CCT3WHSS\"}],\n\"search_results\": [{\"title\": \"Men's Undershirt Classic Crew Neck Undershirt - 12 Pack\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"delivery\": \"FREE delivery Thu, Apr 24 Or fastest delivery Apr 16 - 18\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D6L7MZCH\", \"price\": \"$56.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend\", \"asin\": \"B0DFMR98Y9\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens Big & Tall Polo Shirt \\u2013 Premium Stretch Cotton Polo for Men with Metal Snap Buttons\", \"asin\": \"B0CPR18DNQ\", \"price\": \"$59.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"36 Pack Men's Cotton Short Sleeve T-Shirts Lightweight Bulk Crew Tees in Mixed Bright Colors\", \"asin\": \"B08WZ9B3GP\", \"price\": \"$181.08\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZSSMVZ\", \"price\": \"$89.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0B57TPMH4\", \"price\": \"$76.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4VYQL62\", \"price\": \"$54.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WKKZX55\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White LG\", \"asin\": \"B07Q8JF5LL\", \"price\": \"$55.01\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09VCFP3N9\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 18 - 22 Or fastest delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07M8YCCFM\", \"price\": \"$54.00\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"T-Shirts - Size 7X - Plus Size Men's Solid Colors Cotton T-Shirts Short Sleeve Lightweight Big Tall Tees, Bulk\", \"asin\": \"B095QXX4FS\", \"price\": \"$95.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"6 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Black Colors Bulk Pack (5X-Large)\", \"asin\": \"B08YCCQ4Y2\", \"price\": \"$59.04\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack\", \"asin\": \"B0010B1AQ6\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKM3L9B\", \"price\": \"$54.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"6210 Multipack Unisex Bundle CVC Short Sleeve Crewneck T-Shirt 3 | 6 | 10 Pack - Make Your Own Assorted Color Set\", \"asin\": \"B08S61GTRH\", \"price\": \"$56.45\", \"delivery\": \"$1.99 delivery Apr 19 - 21\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees\", \"asin\": \"B09TG3DVTJ\", \"price\": \"$68.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07M8D9JT8\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys\", \"asin\": \"B09W9YKDPK\", \"price\": \"$139.68\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Mixed Bright Colors Bulk Pack\", \"asin\": \"B09JTSC33D\", \"price\": \"$112.32\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton Crew Tshirts, Assorted Wholesale Sleeve Tee Shirts, XX-Large\", \"asin\": \"B09W7R3Y1Z\", \"price\": \"$68.04\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Case Pack of 14 Boxes with 12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees, Size Small\", \"asin\": \"B0DCP2XZ4X\", \"price\": \"$530.88\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"6 Packs of Bulk Men's T-Shirts Eversoft Cotton Regular Fit Short Sleeve Crew Neck Lightweight T-Shirt Tees\", \"asin\": \"B0BX1G7VF7\", \"price\": \"$59.52\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White XL\", \"asin\": \"B07Q359WB6\", \"price\": \"$55.78\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend\", \"asin\": \"B0BTZNDVMQ\", \"price\": \"$76.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Classics 5-Pack Undershirts\", \"asin\": \"B07TGQPYJN\", \"price\": \"$55.70\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Calvin Klein Men's Cotton Classic 5-Pack Slim Undershirts\", \"asin\": \"B07TFRQWGV\", \"price\": \"$69.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C3245XPN\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"T-Shirts Pack:Unisex Cotton Crew T Shirts Bulk Short Sleeve Heavyweight Vintage Tees Mix Colors Clothes Basic Tops\", \"asin\": \"B0D4Q8X41M\", \"price\": \"$57.01\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"12 Pack Wholesale Mens Soft Cotton Slim Fit Crew Neck Short Sleeve T-Shirts Mix Colors Bulk Size\", \"asin\": \"B09J6YWT6Z\", \"price\": \"$57.24\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts\", \"asin\": \"B0CL1BWP48\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Big and Tall Shirts \\u2013 Stretch T-Shirt for Casual Wear (Available in Longer and Regular Length)\", \"asin\": \"B0CPR1J4L5\", \"price\": \"$99.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B01BJ5NDKI\", \"price\": \"$55.71\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Heavyweight T Shirts for Men S - 3XL Boxy 100% Cotton Heavy Duty Thick Weight Tshirt\", \"asin\": \"B0DNTX91WB\", \"price\": \"$59.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 100% Organic Cotton T-Shirt - Fair Trade Certified Shirts for Men - Men's Cotton Tees - Plain Color T-Shirt (4 Pack)\", \"asin\": \"B0C7F3SR77\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 21 - 23 Or fastest delivery Apr 17 - 21\"},\n{\"title\": \"Men's Heavy Cotton Short Sleeve T-Shirt, Style G500, Multipack of 1|2|4|6|10, Make Your Own Customized Set!\", \"asin\": \"B0BRNYJTFG\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"Men's Cotton Classics 5-Pack Tanks\", \"asin\": \"B07TBHFSR8\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Ekko Men's T-Shirts, Fitted, Scoop Neck Shirt, Apparel for Men, Mens Shirts, Basic Shirts for Men, Lightweight Mens T-Shirts\", \"asin\": \"B0DQM1VRYG\", \"price\": \"$59.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B0734JWD4L\", \"price\": \"$61.72\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Fit Cotton Jersey T-Shirt\", \"asin\": \"B0D96Y5ZW8\", \"price\": \"$60.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirt Classic V-Neck Undershirt - 6 Pack\", \"asin\": \"B002ZMJABQ\", \"price\": \"$59.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirt, Adult Ultra Cotton 6 Oz. Tee with Pocket, Multipack 1I3I6I10\", \"asin\": \"B0CX381YZT\", \"price\": \"$87.71\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"Men's Gunmetal Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt, Flag on Right Sleeve (3 Pack)\", \"asin\": \"B0C4MFG4J1\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Men's Ribbed Crew Neck Regular Fit Center Logo T-Shirt\", \"asin\": \"B08VPXJXJ6\", \"price\": \"$58.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Red, White, and Blue Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C382LW8S\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Premium V Neck T Shirts for Men - Modern Fitted Tees S - 2XL Vneck Undershirts\", \"asin\": \"B09VYLPJM1\", \"price\": \"$62.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Jersey Short Sleeve Tee\", \"asin\": \"B083SCFSQ7\", \"price\": \"$55.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White MD\", \"asin\": \"B07S85MZC6\", \"price\": \"$64.77\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Premium Henley Shirts for Men - Casual Short Sleeve Modern Fit T-Shirt\", \"asin\": \"B0CL5Q1ZPZ\", \"price\": \"$61.95\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Big and Tall Shirts for Men \\u2013 3 Pk 100% Cotton Men Big and Tall T-Shirt\", \"asin\": \"B09HHHNGBC\", \"price\": \"$54.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack\", \"asin\": \"B000Z9DNUK\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Comfort Colors Heavyweight Short Sleeve T-Shirts 1717 - Make Your Own Assorted Color Set (2 | 3 | 4 | 5-Pack)\", \"asin\": \"B0CDXD4FXX\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C32BZPWT\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Men's Cotton Crew Neck T-Shirt, 3-Pack\", \"asin\": \"B01FUW4PWQ\", \"price\": \"$70.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Polo RL Men's Classic Fit V-Neck T-Shirt\", \"asin\": \"B0DKTJ6ZT9\", \"price\": \"$59.21\", \"delivery\": \"FREE delivery May 2 - 17 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Crew Neck T-Shirt, S - 3XL with Modern Cut\", \"asin\": \"B0CDH9VG18\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Short Sleeve Regular Fit Ultra Dry Croc Graphic Tee Shirt\", \"asin\": \"B09RQ8CVGS\", \"price\": \"$62.30\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Shirt\", \"asin\": \"B0CP7V2KCP\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B09B21GD9Q\", \"price\": \"$56.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Slim Fit Undershirt w/Wicking 5-Pack Crews\", \"asin\": \"B0C7DD9MGN\", \"price\": \"$69.48\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:53:19.624Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:53:19.624Z
|
click_product
|
B07Q8JF5LL
|
rule
|
train
| 2,625 |
2025-04-15T03:53:19.624Z
|
click_product
|
B07Q8JF5LL
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"promotion_items": [{"title": "Just a dad who always came back with the milk fathers day T-Shirt", "asin": "B0DP5DP3BM", "price": "$22.99", "quantity": ""},
{"title": "Love Heart Puzzle acceptance Men Women kids autism awareness T-Shirt", "asin": "B0F1CRBY6P", "price": "$21.99", "quantity": ""},
{"title": "Tommy John Men's Slim Fit Crew Neck Undershirt, Cool Cotton Fabric, Slim Fit T-Shirt with Stay Tuck Design", "asin": "B0821SJSK3", "price": "$108.00", "quantity": ""},
{"title": "Bulk Custom T Shirts Customized Personalized Shirts Custom Shirts for Men Design Your Own Custom Tee Shirts", "asin": "B0F4M8SLBK", "price": "$13.77", "quantity": ""},
{"title": "Rhone Reign Mens Workout Shirts, Anti-Odor, Quick Dry Mens Gym Shirts, Workout Shirts for Men", "asin": "B0DMXP8298", "price": "$54.40", "quantity": ""},
{"title": "FTT Men Cotton Blend Not Found Print Round Neck T-Shirt", "asin": "B0DD44Y16D", "price": "$30.00", "quantity": ""},
{"title": "BAMBOO COOL Men's Ultra ComfortSoft Underwear, Moisture Wicking & Breathable No Ride Up Boxer Briefs with Fly, Multipack", "asin": "B0B3LWGP36", "price": "$50.99", "quantity": ""},
{"title": "", "asin": "B07SKVB4L1", "price": "$16.99", "quantity": ""},
{"title": "", "asin": "B07TNC1LMT", "price": "$44.95", "quantity": ""},
{"title": "", "asin": "B0B3TM15X7", "price": "$23.99", "quantity": ""},
{"title": "", "asin": "B0D97HHV5W", "price": "$19.98", "quantity": ""},
{"title": "amBand 3 in 1 Metal Case Compatible with Apple Watch Series 9/8/7 45mm, W1 Rugged Bumper Protector [Turning into Ultra 2/1 Upgrade] with Watch Crown + Back Cover, Natural Titanium", "asin": "/promo/AQAOG1AZQYMM2", "price": "$19.99", "quantity": ""},
{"title": "for Magsafe Wallet with Airtag Holder, Magnetic Wallet for iPhone 16/15/14/13/12 Series, 9-Card Holder, Open ID Window, Mag safe Wallet with Adjustable Stand, RFID Blocking, Black Carbon Fiber", "asin": "/promo/A3A9532GNDRKI5", "price": "$29.23", "quantity": ""},
{"title": "TENDLIN Magnetic Case Compatible with iPhone 16 Pro Phone Case Wood Grain with Carbon Fiber Texture Design Leather Hybrid Slim Case (Compatible with MagSafe) Black", "asin": "/promo/A1R12EOS5LCVQW", "price": "$19.99", "quantity": ""},
{"title": "SURITCH for iPhone 13 Pro Case with Magnetic Camera Slide Cover and Adjustable Kickstand, Compatible with MagSafe, Shockproof Bumper Case Slim Protective Cover for iPhone 13 Pro 6.1 Inch, Black", "asin": "/promo/A2DC375691CKIT", "price": "$25.99", "quantity": ""},
{"title": "OQTIQ Magnetic Wireless Charging Car Mount CD Phone Holder Compatible with Magsafe iPhone (Black)", "asin": "B0B9J5PTH6", "price": "$24.99", "quantity": ""},
{"title": "Lamicall 15W for Magsafe Car Mount Charger - [3-in-1 Upgraded Intelligent Chip] 360\u00b0 Wireless Car Phone Holder Charger Vent Dashboard Magnetic Phone Holders for Your Car for iPhone 16 15 Pro Max", "asin": "1f5f4125", "price": "$16.99", "quantity": ""},
{"title": "SCHUGS for Mag-Safe Car Charger Mount, [Zinc Alloy] 15W Fast Charging Ultra Magnetic Car Phone Holder, Magnetic Wireless Car Charger Dashboard, iPhone Car Mount Chrager for iPhone 16 15 14 13 Pro Max", "asin": "B0DHZ7D2RD", "price": "$25.48", "quantity": ""},
{"title": "Bisikor Compatible with Apple Watch Band 49 46 45 44 42 41 40 38mm Double Sided Wearable Silicone Magnetic Strap for iWatch Ultra SE Series 10 9 8 7 6 5 4 3 2 1 (42/44/45/46/49, Brown/Indigo)", "asin": "/promo/A1V4QXWGYDH426", "price": "$19.99", "quantity": ""},
{"title": "Adorve Solo Loop Band Compatible with Apple Watch Band 45mm 44mm 49mm 41mm 40mm 38mm 42mm for Men Women, Breathable Sport Silicone Wristband for iWatch Series 9 8 7 6 5 4 3 2 1 SE Ultra Ultra 2", "asin": "B0CWPB9KZS", "price": "$5.99", "quantity": ""},
{"title": "WestEagle Magnetic Leather Bands Compatible with Apple Watch 49mm 46mm 45mm 44mm 42mm(Series 3/2/1) for Men Women, Genuine Leather with Magnetic Buckle for iWatch Ultra 1/2 Series SE/10/9/8/7/6/5/4/3", "asin": "B0CB84FRLS", "price": "$16.99", "quantity": ""},
{"title": "LDSXAY for MagSafe Wallet, Magnetic Phone Wallet with Adjustable Stand & Money Clip, Detachable Magnetic Wallet for iPhone 16/15/14/13/12 Pro Max Plus, 10+ Cards Holder", "asin": "/promo/A2KDOTSXCRH4GC", "price": "$26.99", "quantity": ""}],
"ads": [{"title": "True Classic Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men, Pack of 3, Variety, XL", "asin": "B0CCT3WHSS"}],
"search_results": [{"title": "Men's Undershirt Classic Crew Neck Undershirt - 12 Pack", "asin": "B01KNM69IG", "price": "$115.00", "delivery": "FREE delivery Thu, Apr 24 Or fastest delivery Apr 16 - 18"},
{"title": "Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D6L7MZCH", "price": "$56.00", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend", "asin": "B0DFMR98Y9", "price": "$79.00", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Mens Big & Tall Polo Shirt \u2013 Premium Stretch Cotton Polo for Men with Metal Snap Buttons", "asin": "B0CPR18DNQ", "price": "$59.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "36 Pack Men's Cotton Short Sleeve T-Shirts Lightweight Bulk Crew Tees in Mixed Bright Colors", "asin": "B08WZ9B3GP", "price": "$181.08", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men", "asin": "B0BJZSSMVZ", "price": "$89.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\u2019s T- Cotton Poly", "asin": "B0B57TPMH4", "price": "$76.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL", "asin": "B0D4VYQL62", "price": "$54.00", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees", "asin": "B08WKKZX55", "price": "$54.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Crew Neck T-Shirt 6-Pack White LG", "asin": "B07Q8JF5LL", "price": "$55.01", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X", "asin": "B09VCFP3N9", "price": "$59.99", "delivery": "FREE delivery Apr 18 - 22 Or fastest delivery Wed, Apr 16"},
{"title": "Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B07M8YCCFM", "price": "$54.00", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "T-Shirts - Size 7X - Plus Size Men's Solid Colors Cotton T-Shirts Short Sleeve Lightweight Big Tall Tees, Bulk", "asin": "B095QXX4FS", "price": "$95.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "6 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Black Colors Bulk Pack (5X-Large)", "asin": "B08YCCQ4Y2", "price": "$59.04", "delivery": "FREE delivery Fri, Apr 18"},
{"title": "Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack", "asin": "B0010B1AQ6", "price": "$69.00", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts", "asin": "B09ZKM3L9B", "price": "$54.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "6210 Multipack Unisex Bundle CVC Short Sleeve Crewneck T-Shirt 3 | 6 | 10 Pack - Make Your Own Assorted Color Set", "asin": "B08S61GTRH", "price": "$56.45", "delivery": "$1.99 delivery Apr 19 - 21"},
{"title": "12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees", "asin": "B09TG3DVTJ", "price": "$68.04", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors", "asin": "B07M8D9JT8", "price": "$54.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys", "asin": "B09W9YKDPK", "price": "$139.68", "delivery": "FREE delivery Apr 18 - 21"},
{"title": "24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Mixed Bright Colors Bulk Pack", "asin": "B09JTSC33D", "price": "$112.32", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Mens Cotton Crew Tshirts, Assorted Wholesale Sleeve Tee Shirts, XX-Large", "asin": "B09W7R3Y1Z", "price": "$68.04", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Case Pack of 14 Boxes with 12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees, Size Small", "asin": "B0DCP2XZ4X", "price": "$530.88", "delivery": "FREE delivery Apr 18 - 21"},
{"title": "6 Packs of Bulk Men's T-Shirts Eversoft Cotton Regular Fit Short Sleeve Crew Neck Lightweight T-Shirt Tees", "asin": "B0BX1G7VF7", "price": "$59.52", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Crew Neck T-Shirt 6-Pack White XL", "asin": "B07Q359WB6", "price": "$55.78", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend", "asin": "B0BTZNDVMQ", "price": "$76.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Cotton Classics 5-Pack Undershirts", "asin": "B07TGQPYJN", "price": "$55.70", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Calvin Klein Men's Cotton Classic 5-Pack Slim Undershirts", "asin": "B07TFRQWGV", "price": "$69.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt", "asin": "B0C3245XPN", "price": "$99.99", "delivery": "FREE delivery Thu, Apr 24"},
{"title": "T-Shirts Pack:Unisex Cotton Crew T Shirts Bulk Short Sleeve Heavyweight Vintage Tees Mix Colors Clothes Basic Tops", "asin": "B0D4Q8X41M", "price": "$57.01", "delivery": "FREE delivery Fri, Apr 18 for Prime members"},
{"title": "12 Pack Wholesale Mens Soft Cotton Slim Fit Crew Neck Short Sleeve T-Shirts Mix Colors Bulk Size", "asin": "B09J6YWT6Z", "price": "$57.24", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts", "asin": "B0CL1BWP48", "price": "$69.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Big and Tall Shirts \u2013 Stretch T-Shirt for Casual Wear (Available in Longer and Regular Length)", "asin": "B0CPR1J4L5", "price": "$99.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B01BJ5NDKI", "price": "$55.71", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Heavyweight T Shirts for Men S - 3XL Boxy 100% Cotton Heavy Duty Thick Weight Tshirt", "asin": "B0DNTX91WB", "price": "$59.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 100% Organic Cotton T-Shirt - Fair Trade Certified Shirts for Men - Men's Cotton Tees - Plain Color T-Shirt (4 Pack)", "asin": "B0C7F3SR77", "price": "$69.99", "delivery": "FREE delivery Apr 21 - 23 Or fastest delivery Apr 17 - 21"},
{"title": "Men's Heavy Cotton Short Sleeve T-Shirt, Style G500, Multipack of 1|2|4|6|10, Make Your Own Customized Set!", "asin": "B0BRNYJTFG", "price": "$57.99", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "Men's Cotton Classics 5-Pack Tanks", "asin": "B07TBHFSR8", "price": "$55.00", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Ekko Men's T-Shirts, Fitted, Scoop Neck Shirt, Apparel for Men, Mens Shirts, Basic Shirts for Men, Lightweight Mens T-Shirts", "asin": "B0DQM1VRYG", "price": "$59.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt", "asin": "B0734JWD4L", "price": "$61.72", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Classic Fit Cotton Jersey T-Shirt", "asin": "B0D96Y5ZW8", "price": "$60.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirt Classic V-Neck Undershirt - 6 Pack", "asin": "B002ZMJABQ", "price": "$59.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Mens T-Shirt, Adult Ultra Cotton 6 Oz. Tee with Pocket, Multipack 1I3I6I10", "asin": "B0CX381YZT", "price": "$87.71", "delivery": "FREE delivery Apr 17 - 21"},
{"title": "Men's Gunmetal Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt, Flag on Right Sleeve (3 Pack)", "asin": "B0C4MFG4J1", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 24"},
{"title": "Men's Ribbed Crew Neck Regular Fit Center Logo T-Shirt", "asin": "B08VPXJXJ6", "price": "$58.00", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Red, White, and Blue Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)", "asin": "B0C382LW8S", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 24"},
{"title": "Premium V Neck T Shirts for Men - Modern Fitted Tees S - 2XL Vneck Undershirts", "asin": "B09VYLPJM1", "price": "$62.95", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Jersey Short Sleeve Tee", "asin": "B083SCFSQ7", "price": "$55.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Crew Neck T-Shirt 6-Pack White MD", "asin": "B07S85MZC6", "price": "$64.77", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Premium Henley Shirts for Men - Casual Short Sleeve Modern Fit T-Shirt", "asin": "B0CL5Q1ZPZ", "price": "$61.95", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Big and Tall Shirts for Men \u2013 3 Pk 100% Cotton Men Big and Tall T-Shirt", "asin": "B09HHHNGBC", "price": "$54.99", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack", "asin": "B000Z9DNUK", "price": "$69.00", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Comfort Colors Heavyweight Short Sleeve T-Shirts 1717 - Make Your Own Assorted Color Set (2 | 3 | 4 | 5-Pack)", "asin": "B0CDXD4FXX", "price": "$64.99", "delivery": "FREE delivery Tue, Apr 22"},
{"title": "Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)", "asin": "B0C32BZPWT", "price": "$59.99", "delivery": "FREE delivery Thu, Apr 24"},
{"title": "Men's Cotton Crew Neck T-Shirt, 3-Pack", "asin": "B01FUW4PWQ", "price": "$70.00", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Polo RL Men's Classic Fit V-Neck T-Shirt", "asin": "B0DKTJ6ZT9", "price": "$59.21", "delivery": "FREE delivery May 2 - 17 for Prime members"},
{"title": "Men's Short Sleeve Crew Neck T-Shirt, S - 3XL with Modern Cut", "asin": "B0CDH9VG18", "price": "$69.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Short Sleeve Regular Fit Ultra Dry Croc Graphic Tee Shirt", "asin": "B09RQ8CVGS", "price": "$62.30", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Men's Shirt", "asin": "B0CP7V2KCP", "price": "$59.00", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Men's Classic Fit Cotton Crew Undershirts, 3 Pack", "asin": "B09B21GD9Q", "price": "$56.50", "delivery": "Two-Day FREE delivery Wed, Apr 16"},
{"title": "Slim Fit Undershirt w/Wicking 5-Pack Crews", "asin": "B0C7DD9MGN", "price": "$69.48", "delivery": "Two-Day FREE delivery Wed, Apr 16"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:53:19.624Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:53:19.624Z\",\"action\": \"click_product\",\"acion_argument\": \"B07Q8JF5LL\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:53:19.624Z\",\"action\": \"click_product\",\"acion_argument\": \"B07Q8JF5LL\",}</answer>",
"index": 2625,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent 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Premium Classic Tee - Men's T-Shirt Cotton Poly Blend\", \"asin\": \"B0DFMR98Y9\", \"price\": \"$79.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Mens Big & Tall Polo Shirt \\u2013 Premium Stretch Cotton Polo for Men with Metal Snap Buttons\", \"asin\": \"B0CPR18DNQ\", \"price\": \"$59.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"36 Pack Men's Cotton Short Sleeve T-Shirts Lightweight Bulk Crew Tees in Mixed Bright Colors\", \"asin\": \"B08WZ9B3GP\", \"price\": \"$181.08\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Mens T-Shirts - Short Sleeve Crew Neck Plain Novelty T Shirt for Men\", \"asin\": \"B0BJZSSMVZ\", \"price\": \"$89.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt - Pre Shrunk Soft Fitted Premium Tee - Men\\u2019s T- Cotton Poly\", \"asin\": \"B0B57TPMH4\", \"price\": \"$76.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Heavy Cotton Tee (Pack of 12), Assorted Mixed Color Small to 5XL\", \"asin\": \"B0D4VYQL62\", \"price\": \"$54.00\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirts Bulk Big & Tall, Premium Fitted, Lightweight Classic Short Sleeve Tees\", \"asin\": \"B08WKKZX55\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White LG\", \"asin\": \"B07Q8JF5LL\", \"price\": \"$55.01\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"Men's Eversoft Cotton T-Shirts, Breathable & Moisture Wicking with Odor Control, Sizes S-4X\", \"asin\": \"B09VCFP3N9\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 18 - 22 Or fastest delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07M8YCCFM\", \"price\": \"$54.00\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"T-Shirts - Size 7X - Plus Size Men's Solid Colors Cotton T-Shirts Short Sleeve Lightweight Big Tall Tees, Bulk\", \"asin\": \"B095QXX4FS\", \"price\": \"$95.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"6 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Black Colors Bulk Pack (5X-Large)\", \"asin\": \"B08YCCQ4Y2\", \"price\": \"$59.04\", \"delivery\": \"FREE delivery Fri, Apr 18\"},\n{\"title\": \"Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack\", \"asin\": \"B0010B1AQ6\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"Mens T Shirt with Logo - Short Sleeve Crew Neck Soft Fitted Tees S - 4XL Fresh Classic Basic Tshirts\", \"asin\": \"B09ZKM3L9B\", \"price\": \"$54.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"6210 Multipack Unisex Bundle CVC Short Sleeve Crewneck T-Shirt 3 | 6 | 10 Pack - Make Your Own Assorted Color Set\", \"asin\": \"B08S61GTRH\", \"price\": \"$56.45\", \"delivery\": \"$1.99 delivery Apr 19 - 21\"},\n{\"title\": \"12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees\", \"asin\": \"B09TG3DVTJ\", \"price\": \"$68.04\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Crew Neck Regular T-Shirts Bulk Short Sleeve Lightweight Tees Mix Colors\", \"asin\": \"B07M8D9JT8\", \"price\": \"$54.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys\", \"asin\": \"B09W9YKDPK\", \"price\": \"$139.68\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"24 Pack Mens Cotton Short Sleeve Lightweight T-Shirts, Bulk Crew Tees for Guys, Mixed Bright Colors Bulk Pack\", \"asin\": \"B09JTSC33D\", \"price\": \"$112.32\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Cotton Crew Tshirts, Assorted Wholesale Sleeve Tee Shirts, XX-Large\", \"asin\": \"B09W7R3Y1Z\", \"price\": \"$68.04\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Case Pack of 14 Boxes with 12 Pack Plus Size Men's Cotton T-Shirt Bulk Big & Tall Short Sleeve Lightweight Premium Fitted Classic Tees, Size Small\", \"asin\": \"B0DCP2XZ4X\", \"price\": \"$530.88\", \"delivery\": \"FREE delivery Apr 18 - 21\"},\n{\"title\": \"6 Packs of Bulk Men's T-Shirts Eversoft Cotton Regular Fit Short Sleeve Crew Neck Lightweight T-Shirt Tees\", \"asin\": \"B0BX1G7VF7\", \"price\": \"$59.52\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White XL\", \"asin\": \"B07Q359WB6\", \"price\": \"$55.78\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"V Neck T Shirts for Men - Pre Shrunk Soft Fitted Premium Classic Tee - Men's T-Shirt Cotton Poly Blend\", \"asin\": \"B0BTZNDVMQ\", \"price\": \"$76.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Cotton Classics 5-Pack Undershirts\", \"asin\": \"B07TGQPYJN\", \"price\": \"$55.70\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Calvin Klein Men's Cotton Classic 5-Pack Slim Undershirts\", \"asin\": \"B07TFRQWGV\", \"price\": \"$69.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Fresh T-Shirt, American Graphic Tee, Patriotic, USA & Freedom Style Shirt\", \"asin\": \"B0C3245XPN\", \"price\": \"$99.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"T-Shirts Pack:Unisex Cotton Crew T Shirts Bulk Short Sleeve Heavyweight Vintage Tees Mix Colors Clothes Basic Tops\", \"asin\": \"B0D4Q8X41M\", \"price\": \"$57.01\", \"delivery\": \"FREE delivery Fri, Apr 18 for Prime members\"},\n{\"title\": \"12 Pack Wholesale Mens Soft Cotton Slim Fit Crew Neck Short Sleeve T-Shirts Mix Colors Bulk Size\", \"asin\": \"B09J6YWT6Z\", \"price\": \"$57.24\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens Long Sleeve Tee Shirts - Classic Henley & Crew Neck Long Sleeve T Shirt - Regular and Tall Thermal Shirts\", \"asin\": \"B0CL1BWP48\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Big and Tall Shirts \\u2013 Stretch T-Shirt for Casual Wear (Available in Longer and Regular Length)\", \"asin\": \"B0CPR1J4L5\", \"price\": \"$99.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 6-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B01BJ5NDKI\", \"price\": \"$55.71\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Heavyweight T Shirts for Men S - 3XL Boxy 100% Cotton Heavy Duty Thick Weight Tshirt\", \"asin\": \"B0DNTX91WB\", \"price\": \"$59.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 100% Organic Cotton T-Shirt - Fair Trade Certified Shirts for Men - Men's Cotton Tees - Plain Color T-Shirt (4 Pack)\", \"asin\": \"B0C7F3SR77\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 21 - 23 Or fastest delivery Apr 17 - 21\"},\n{\"title\": \"Men's Heavy Cotton Short Sleeve T-Shirt, Style G500, Multipack of 1|2|4|6|10, Make Your Own Customized Set!\", \"asin\": \"B0BRNYJTFG\", \"price\": \"$57.99\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"Men's Cotton Classics 5-Pack Tanks\", \"asin\": \"B07TBHFSR8\", \"price\": \"$55.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Ekko Men's T-Shirts, Fitted, Scoop Neck Shirt, Apparel for Men, Mens Shirts, Basic Shirts for Men, Lightweight Mens T-Shirts\", \"asin\": \"B0DQM1VRYG\", \"price\": \"$59.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's 3-Pack Heavyweight Cotton Short Sleeve Crew Neck T-Shirt\", \"asin\": \"B0734JWD4L\", \"price\": \"$61.72\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Classic Fit Cotton Jersey T-Shirt\", \"asin\": \"B0D96Y5ZW8\", \"price\": \"$60.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirt Classic V-Neck Undershirt - 6 Pack\", \"asin\": \"B002ZMJABQ\", \"price\": \"$59.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Mens T-Shirt, Adult Ultra Cotton 6 Oz. Tee with Pocket, Multipack 1I3I6I10\", \"asin\": \"B0CX381YZT\", \"price\": \"$87.71\", \"delivery\": \"FREE delivery Apr 17 - 21\"},\n{\"title\": \"Men's Gunmetal Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt, Flag on Right Sleeve (3 Pack)\", \"asin\": \"B0C4MFG4J1\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Men's Ribbed Crew Neck Regular Fit Center Logo T-Shirt\", \"asin\": \"B08VPXJXJ6\", \"price\": \"$58.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Red, White, and Blue Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C382LW8S\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Premium V Neck T Shirts for Men - Modern Fitted Tees S - 2XL Vneck Undershirts\", \"asin\": \"B09VYLPJM1\", \"price\": \"$62.95\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Jersey Short Sleeve Tee\", \"asin\": \"B083SCFSQ7\", \"price\": \"$55.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Crew Neck T-Shirt 6-Pack White MD\", \"asin\": \"B07S85MZC6\", \"price\": \"$64.77\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Premium Henley Shirts for Men - Casual Short Sleeve Modern Fit T-Shirt\", \"asin\": \"B0CL5Q1ZPZ\", \"price\": \"$61.95\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Big and Tall Shirts for Men \\u2013 3 Pk 100% Cotton Men Big and Tall T-Shirt\", \"asin\": \"B09HHHNGBC\", \"price\": \"$54.99\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack\", \"asin\": \"B000Z9DNUK\", \"price\": \"$69.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Comfort Colors Heavyweight Short Sleeve T-Shirts 1717 - Make Your Own Assorted Color Set (2 | 3 | 4 | 5-Pack)\", \"asin\": \"B0CDXD4FXX\", \"price\": \"$64.99\", \"delivery\": \"FREE delivery Tue, Apr 22\"},\n{\"title\": \"Men's Black Fresh T-Shirt, American Classic Tee, USA & Freedom Style Shirt (3 Pack)\", \"asin\": \"B0C32BZPWT\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Thu, Apr 24\"},\n{\"title\": \"Men's Cotton Crew Neck T-Shirt, 3-Pack\", \"asin\": \"B01FUW4PWQ\", \"price\": \"$70.00\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Polo RL Men's Classic Fit V-Neck T-Shirt\", \"asin\": \"B0DKTJ6ZT9\", \"price\": \"$59.21\", \"delivery\": \"FREE delivery May 2 - 17 for Prime members\"},\n{\"title\": \"Men's Short Sleeve Crew Neck T-Shirt, S - 3XL with Modern Cut\", \"asin\": \"B0CDH9VG18\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Short Sleeve Regular Fit Ultra Dry Croc Graphic Tee Shirt\", \"asin\": \"B09RQ8CVGS\", \"price\": \"$62.30\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Men's Shirt\", \"asin\": \"B0CP7V2KCP\", \"price\": \"$59.00\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Men's Classic Fit Cotton Crew Undershirts, 3 Pack\", \"asin\": \"B09B21GD9Q\", \"price\": \"$56.50\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"},\n{\"title\": \"Slim Fit Undershirt w/Wicking 5-Pack Crews\", \"asin\": \"B0C7DD9MGN\", \"price\": \"$69.48\", \"delivery\": \"Two-Day FREE delivery Wed, Apr 16\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:53:19.624Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 12 Pack\"},\n{\"price\": \"$115.00\"},\n{\"bullet_list\": \"Style 10897 Relaxed fit Staycool r technology wicks away sweat to help keep you cool and dry StayNewr technology helps keep it looking and feeling new, wash after wash Reinforced collar lies flat\"},\n{\"asin\": \"B01KNM69IG\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"4X-Large Big\"},\n{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S\", \"asin\": \"B002ZMKXKS\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 3 Pack, Grey Heather, L\", \"asin\": \"B085WYJH95\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack, Black, LT\", \"asin\": \"B07G82WFW4\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Made in America 100% Cotton Crew Neck Undershirt - 2 Pack, White, 3XL\", \"asin\": \"B09CGKZ49F\", \"price\": \"$29.50\", \"quantity\": \"\"},\n{\"title\": \"Tommy John Men's Cool Cotton 2.0 Crew Neck T Shirt, Stay Tuck Design, Soft Stretch Fabric Cotton, Comfortable Fit Premium Men's T-Shirt, Short Sleeve Undershirts for Mens, 3 Pack (White, Large)\", \"asin\": \"B0821SJSK3\", \"price\": \"$108.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, Grey Heather, L\", \"asin\": \"B085WYSJDH\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Slim Fit Cotton Stretch Crew Neck Undershirt - 6 Pack, Black, M\", \"asin\": \"B074WN6T7T\", \"price\": \"$78.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack, White, XLT\", \"asin\": \"B0010B1AQ6\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack, White, 5XL\", \"asin\": \"B000Z98D00\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic V-Neck T-Shirt - 12 Pack, White, 2XL\", \"asin\": \"B01MR4UZV1\", \"price\": \"$115.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Tall Man Classic Crew Neck Undershirt - 2 Pack, Diamond White, 2XL\", \"asin\": \"B0097M9TOA\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL\", \"asin\": \"B0097M9BQQ\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack, White, 2XL\", \"asin\": \"B003XG1TAS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S\", \"asin\": \"B002ZMKXKS\", \"price\": \"$59.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:56:42.891Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:56:42.891Z
|
click
|
review
|
rule
|
train
| 2,626 |
2025-04-15T03:56:42.891Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"}
{"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Jockey Men's Undershirt Classic Crew Neck Undershirt - 12 Pack"},
{"price": "$115.00"},
{"bullet_list": "Style 10897 Relaxed fit Staycool r technology wicks away sweat to help keep you cool and dry StayNewr technology helps keep it looking and feeling new, wash after wash Reinforced collar lies flat"},
{"asin": "B01KNM69IG"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "4X-Large Big"},
{"Color": "White"}],
"promotion_items": [{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S", "asin": "B002ZMKXKS", "price": "$59.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic Crew Neck Undershirt - 3 Pack, Grey Heather, L", "asin": "B085WYJH95", "price": "$32.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack, Black, LT", "asin": "B07G82WFW4", "price": "$69.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Made in America 100% Cotton Crew Neck Undershirt - 2 Pack, White, 3XL", "asin": "B09CGKZ49F", "price": "$29.50", "quantity": ""},
{"title": "Tommy John Men's Cool Cotton 2.0 Crew Neck T Shirt, Stay Tuck Design, Soft Stretch Fabric Cotton, Comfortable Fit Premium Men's T-Shirt, Short Sleeve Undershirts for Mens, 3 Pack (White, Large)", "asin": "B0821SJSK3", "price": "$108.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, Grey Heather, L", "asin": "B085WYSJDH", "price": "$32.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Slim Fit Cotton Stretch Crew Neck Undershirt - 6 Pack, Black, M", "asin": "B074WN6T7T", "price": "$78.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack, White, XLT", "asin": "B0010B1AQ6", "price": "$69.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack, White, 5XL", "asin": "B000Z98D00", "price": "$69.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Big & Tall Classic V-Neck T-Shirt - 12 Pack, White, 2XL", "asin": "B01MR4UZV1", "price": "$115.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Tall Man Classic Crew Neck Undershirt - 2 Pack, Diamond White, 2XL", "asin": "B0097M9TOA", "price": "$32.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL", "asin": "B0097M9BQQ", "price": "$32.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack, White, 2XL", "asin": "B003XG1TAS", "price": "$69.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S", "asin": "B002ZMKXKS", "price": "$59.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:56:42.891Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:56:42.891Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:56:42.891Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2626,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 12 Pack\"},\n{\"price\": \"$115.00\"},\n{\"bullet_list\": \"Style 10897 Relaxed fit Staycool r technology wicks away sweat to help keep you cool and dry StayNewr technology helps keep it looking and feeling new, wash after wash Reinforced collar lies flat\"},\n{\"asin\": \"B01KNM69IG\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"4X-Large Big\"},\n{\"Color\": \"White\"}],\n\"promotion_items\": [{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S\", \"asin\": \"B002ZMKXKS\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 3 Pack, Grey Heather, L\", \"asin\": \"B085WYJH95\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack, Black, LT\", \"asin\": \"B07G82WFW4\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Made in America 100% Cotton Crew Neck Undershirt - 2 Pack, White, 3XL\", \"asin\": \"B09CGKZ49F\", \"price\": \"$29.50\", \"quantity\": \"\"},\n{\"title\": \"Tommy John Men's Cool Cotton 2.0 Crew Neck T Shirt, Stay Tuck Design, Soft Stretch Fabric Cotton, Comfortable Fit Premium Men's T-Shirt, Short Sleeve Undershirts for Mens, 3 Pack (White, Large)\", \"asin\": \"B0821SJSK3\", \"price\": \"$108.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, Grey Heather, L\", \"asin\": \"B085WYSJDH\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Slim Fit Cotton Stretch Crew Neck Undershirt - 6 Pack, Black, M\", \"asin\": \"B074WN6T7T\", \"price\": \"$78.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic V-Neck Undershirt - 6 Pack, White, XLT\", \"asin\": \"B0010B1AQ6\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack, White, 5XL\", \"asin\": \"B000Z98D00\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic V-Neck T-Shirt - 12 Pack, White, 2XL\", \"asin\": \"B01MR4UZV1\", \"price\": \"$115.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Tall Man Classic Crew Neck Undershirt - 2 Pack, Diamond White, 2XL\", \"asin\": \"B0097M9TOA\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL\", \"asin\": \"B0097M9BQQ\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt- 6 Pack, White, 2XL\", \"asin\": \"B003XG1TAS\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S\", \"asin\": \"B002ZMKXKS\", \"price\": \"$59.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:56:42.891Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Jockey Crew Neck T-Shirt 6-Pack White LG\"},\n{\"price\": \"$55.01\"},\n{\"bullet_list\": \"6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology.\"},\n{\"asin\": \"B07Q8JF5LL\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL\", \"asin\": \"B0038LSS5M\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL\", \"asin\": \"B0097M9BQQ\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S\", \"asin\": \"B002ZMKXKS\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)\", \"asin\": \"B0D7CPYR7X\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL\", \"asin\": \"B0097M9BQQ\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL\", \"asin\": \"B0038LSS5M\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:56:57.503Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:56:57.503Z
|
click
|
review
|
rule
|
train
| 2,627 |
2025-04-15T03:56:57.503Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"}
{"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"}
{"timestamp": "2025-04-15T03:56:42.891Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Jockey Crew Neck T-Shirt 6-Pack White LG"},
{"price": "$55.01"},
{"bullet_list": "6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology."},
{"asin": "B07Q8JF5LL"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ69TMW", "price": "$16.69", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL", "asin": "B0038LSS5M", "price": "$59.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL", "asin": "B0097M9BQQ", "price": "$32.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S", "asin": "B002ZMKXKS", "price": "$59.00", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)", "asin": "B08XTZCDBL", "price": "$24.95", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)", "asin": "B0D7CPYR7X", "price": "$43.99", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL", "asin": "B0097M9BQQ", "price": "$32.00", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4FXWV", "price": "$16.69", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL", "asin": "B0038LSS5M", "price": "$59.00", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)", "asin": "B0C2CHVZQZ", "price": "$48.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:56:57.503Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:56:57.503Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:56:57.503Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2627,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Jockey Crew Neck T-Shirt 6-Pack White LG\"},\n{\"price\": \"$55.01\"},\n{\"bullet_list\": \"6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology.\"},\n{\"asin\": \"B07Q8JF5LL\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL\", \"asin\": \"B0038LSS5M\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL\", \"asin\": \"B0097M9BQQ\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S\", \"asin\": \"B002ZMKXKS\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)\", \"asin\": \"B0D7CPYR7X\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL\", \"asin\": \"B0097M9BQQ\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL\", \"asin\": \"B0038LSS5M\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:56:57.503Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\\u2019 height, 37\\u201d chest, 28\\u201d waist, 168lbs weight, wearing in size M\"},\n{\"asin\": \"B09NBP8811\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White 3-pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"COLORFULLEAF Men's Crew Neck Undershirts Bamboo Rayon Short Sleeve Tees Slim-fit T-Shirts (White, M)\", \"asin\": \"B083K13T5V\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L\", \"asin\": \"B0D3TCW5HX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L\", \"asin\": \"B0D2571RDG\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Tommy John Men's Cotton Basics T-Shirts, Stay Tuck Design, Soft Stretch Fabric Cotton, Comfortable Fit Premium Men's T-Shirt, Moisture Wicking Tees Undershirts for Mens, 2 Pack, White, Medium\", \"asin\": \"B0828CC91H\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4MGBW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L\", \"asin\": \"B0D2571RDG\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L\", \"asin\": \"B0D3TCW5HX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Short Sleeve T Shirts Soft Crew Neck Tee Shirts Casual Summer Basic Tops White\", \"asin\": \"B0DKT41R9Q\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:57:03.471Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:57:03.471Z
|
click
|
review
|
rule
|
train
| 2,628 |
2025-04-15T03:57:03.471Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"}
{"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"}
{"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:56:57.503Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee"},
{"price": "$26.99"},
{"bullet_list": "Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\u2019 height, 37\u201d chest, 28\u201d waist, 168lbs weight, wearing in size M"},
{"asin": "B09NBP8811"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "White 3-pack"}],
"promotion_items": [{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4FXWV", "price": "$16.69", "quantity": ""},
{"title": "COLORFULLEAF Men's Crew Neck Undershirts Bamboo Rayon Short Sleeve Tees Slim-fit T-Shirts (White, M)", "asin": "B083K13T5V", "price": "$31.99", "quantity": ""},
{"title": "H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)", "asin": "B06ZYTFXF4", "price": "$16.99", "quantity": ""},
{"title": "VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L", "asin": "B0D3TCW5HX", "price": "$23.99", "quantity": ""},
{"title": "MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L", "asin": "B0D2571RDG", "price": "$14.99", "quantity": ""},
{"title": "Tommy John Men's Cotton Basics T-Shirts, Stay Tuck Design, Soft Stretch Fabric Cotton, Comfortable Fit Premium Men's T-Shirt, Moisture Wicking Tees Undershirts for Mens, 2 Pack, White, Medium", "asin": "B0828CC91H", "price": "$20.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4MGBW", "price": "$16.69", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)", "asin": "B0C2CHVZQZ", "price": "$48.99", "quantity": ""},
{"title": "MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L", "asin": "B0D2571RDG", "price": "$14.99", "quantity": ""},
{"title": "VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L", "asin": "B0D3TCW5HX", "price": "$23.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)", "asin": "B0DNFK5ZBD", "price": "$36.99", "quantity": ""},
{"title": "COOFANDY Men's Short Sleeve T Shirts Soft Crew Neck Tee Shirts Casual Summer Basic Tops White", "asin": "B0DKT41R9Q", "price": "$19.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:57:03.471Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:57:03.471Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:57:03.471Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2628,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\\u2019 height, 37\\u201d chest, 28\\u201d waist, 168lbs weight, wearing in size M\"},\n{\"asin\": \"B09NBP8811\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White 3-pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"COLORFULLEAF Men's Crew Neck Undershirts Bamboo Rayon Short Sleeve Tees Slim-fit T-Shirts (White, M)\", \"asin\": \"B083K13T5V\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L\", \"asin\": \"B0D3TCW5HX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L\", \"asin\": \"B0D2571RDG\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Tommy John Men's Cotton Basics T-Shirts, Stay Tuck Design, Soft Stretch Fabric Cotton, Comfortable Fit Premium Men's T-Shirt, Moisture Wicking Tees Undershirts for Mens, 2 Pack, White, Medium\", \"asin\": \"B0828CC91H\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4MGBW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L\", \"asin\": \"B0D2571RDG\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L\", \"asin\": \"B0D3TCW5HX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Short Sleeve T Shirts Soft Crew Neck Tee Shirts Casual Summer Basic Tops White\", \"asin\": \"B0DKT41R9Q\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:57:03.471Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Jockey Crew Neck T-Shirt 6-Pack White LG\"},\n{\"price\": \"$55.01\"},\n{\"bullet_list\": \"6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology.\"},\n{\"asin\": \"B07Q8JF5LL\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL\", \"asin\": \"B0038LSS5M\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL\", \"asin\": \"B0097M9BQQ\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S\", \"asin\": \"B002ZMKXKS\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)\", \"asin\": \"B0D7CPYR7X\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL\", \"asin\": \"B0097M9BQQ\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL\", \"asin\": \"B0038LSS5M\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:57:26.047Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:57:26.047Z
|
click
|
review
|
rule
|
train
| 2,629 |
2025-04-15T03:57:26.047Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"}
{"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"}
{"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:57:03.471Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Jockey Crew Neck T-Shirt 6-Pack White LG"},
{"price": "$55.01"},
{"bullet_list": "6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology."},
{"asin": "B07Q8JF5LL"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ69TMW", "price": "$16.69", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL", "asin": "B0038LSS5M", "price": "$59.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL", "asin": "B0097M9BQQ", "price": "$32.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S", "asin": "B002ZMKXKS", "price": "$59.00", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)", "asin": "B08XTZCDBL", "price": "$24.95", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)", "asin": "B0D7CPYR7X", "price": "$43.99", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL", "asin": "B0097M9BQQ", "price": "$32.00", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4FXWV", "price": "$16.69", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL", "asin": "B0038LSS5M", "price": "$59.00", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)", "asin": "B0C2CHVZQZ", "price": "$48.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:57:26.047Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:57:26.047Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:57:26.047Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2629,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Jockey Crew Neck T-Shirt 6-Pack White LG\"},\n{\"price\": \"$55.01\"},\n{\"bullet_list\": \"6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology.\"},\n{\"asin\": \"B07Q8JF5LL\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL\", \"asin\": \"B0038LSS5M\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL\", \"asin\": \"B0097M9BQQ\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, S\", \"asin\": \"B002ZMKXKS\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)\", \"asin\": \"B0D7CPYR7X\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 3 Pack, White, 2XL\", \"asin\": \"B0097M9BQQ\", \"price\": \"$32.00\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic Crew Neck Undershirt - 6 Pack, White, 2XL\", \"asin\": \"B0038LSS5M\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:57:26.047Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Jockey Crew Neck T-Shirt 6-Pack White LG\"},\n{\"price\": \"$55.01\"},\n{\"bullet_list\": \"6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology.\"},\n{\"asin\": \"B07Q8JF5LL\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, M\", \"asin\": \"B002ZMHDI8\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)\", \"asin\": \"B0D7CPYR7X\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:57:57.739Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:57:57.739Z
|
click
|
quantity
|
rule
|
train
| 2,630 |
2025-04-15T03:57:57.739Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"}
{"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"}
{"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:57:26.047Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Jockey Crew Neck T-Shirt 6-Pack White LG"},
{"price": "$55.01"},
{"bullet_list": "6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology."},
{"asin": "B07Q8JF5LL"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ69TMW", "price": "$16.69", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, M", "asin": "B002ZMHDI8", "price": "$59.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL", "asin": "B01KNM69IG", "price": "$115.00", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)", "asin": "B08XTZCDBL", "price": "$24.95", "quantity": ""},
{"title": "H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)", "asin": "B06ZYTFXF4", "price": "$16.99", "quantity": ""},
{"title": "Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL", "asin": "B01KNM69IG", "price": "$115.00", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)", "asin": "B0C2CHVZQZ", "price": "$48.99", "quantity": ""},
{"title": "DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)", "asin": "B0D7CPYR7X", "price": "$43.99", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)", "asin": "B08XTZCDBL", "price": "$24.95", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ69TMW", "price": "$16.69", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:57:57.739Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:57:57.739Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:57:57.739Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 2630,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Jockey Crew Neck T-Shirt 6-Pack White LG\"},\n{\"price\": \"$55.01\"},\n{\"bullet_list\": \"6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology.\"},\n{\"asin\": \"B07Q8JF5LL\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, M\", \"asin\": \"B002ZMHDI8\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)\", \"asin\": \"B0D7CPYR7X\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:57:57.739Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Jockey Crew Neck T-Shirt 6-Pack White LG\"},\n{\"price\": \"$55.01\"},\n{\"bullet_list\": \"6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology.\"},\n{\"asin\": \"B07Q8JF5LL\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, M\", \"asin\": \"B002ZMHDI8\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)\", \"asin\": \"B0D7CPYR7X\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:57:58.913Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:57:58.913Z
|
click
|
quantity
|
rule
|
train
| 2,631 |
2025-04-15T03:57:58.913Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"}
{"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"}
{"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:57:57.739Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Jockey Crew Neck T-Shirt 6-Pack White LG"},
{"price": "$55.01"},
{"bullet_list": "6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology."},
{"asin": "B07Q8JF5LL"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ69TMW", "price": "$16.69", "quantity": ""},
{"title": "Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, M", "asin": "B002ZMHDI8", "price": "$59.00", "quantity": ""},
{"title": "Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL", "asin": "B01KNM69IG", "price": "$115.00", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)", "asin": "B08XTZCDBL", "price": "$24.95", "quantity": ""},
{"title": "H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)", "asin": "B06ZYTFXF4", "price": "$16.99", "quantity": ""},
{"title": "Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL", "asin": "B01KNM69IG", "price": "$115.00", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)", "asin": "B0C2CHVZQZ", "price": "$48.99", "quantity": ""},
{"title": "DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)", "asin": "B0D7CPYR7X", "price": "$43.99", "quantity": ""},
{"title": "INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)", "asin": "B08XTZCDBL", "price": "$24.95", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)", "asin": "B07PSMD1M1", "price": "$39.99", "quantity": ""},
{"title": "Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large", "asin": "B08CS2KXND", "price": "$37.99", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ69TMW", "price": "$16.69", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:57:58.913Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:57:58.913Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:57:58.913Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 2631,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Jockey Crew Neck T-Shirt 6-Pack White LG\"},\n{\"price\": \"$55.01\"},\n{\"bullet_list\": \"6-pack. Crewneck. Lay Flat collar. Tag free. Short sleeves STAYNEW Technology reduces pilling, shrinking and fading, so it will look brighter and feel new wash after wash guaranteed Extra length ensures shirts stay tucked in Cotton. Machine wash. Imported Instantly upgrade your underwear collection with these men's Jockey crewneck tees featuring StayNew technology.\"},\n{\"asin\": \"B07Q8JF5LL\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Classic V-Neck Undershirt - 6 Pack, White, M\", \"asin\": \"B002ZMHDI8\", \"price\": \"$59.00\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Jockey Men's Undershirt Big & Tall Classic Crew Neck Undershirt - 12 Pack, White, 4XL\", \"asin\": \"B01KNM69IG\", \"price\": \"$115.00\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Mens Undershirts Sorona Cotton Blend Moisture-Wicking Stretch Crewneck T-Shirts, Soft, Anti-Wrinkle, Durable Tees for Men 3-Pack(M, Ivory White)\", \"asin\": \"B0D7CPYR7X\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"INTO THE AM Premium Men's Fitted Crew Neck Plain Essential Tees - Modern Fit Fresh Classic Short Sleeve T-Shirts for Men (White, X-Large)\", \"asin\": \"B08XTZCDBL\", \"price\": \"$24.95\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (Everyday Pack, Large)\", \"asin\": \"B07PSMD1M1\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Pair of Thieves Men's 3 Pack Super Soft Crew Neck T-Shirt, White, X-Large\", \"asin\": \"B08CS2KXND\", \"price\": \"$37.99\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ69TMW\", \"price\": \"$16.69\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:57:58.913Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\\u2019 height, 37\\u201d chest, 28\\u201d waist, 168lbs weight, wearing in size M\"},\n{\"asin\": \"B09NBP8811\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White 3-pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"COLORFULLEAF Men's Crew Neck Undershirts Bamboo Rayon Short Sleeve Tees Slim-fit T-Shirts (White, M)\", \"asin\": \"B083K13T5V\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L\", \"asin\": \"B0D3TCW5HX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L\", \"asin\": \"B0D2571RDG\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Tommy John Men's Cotton Basics T-Shirts, Stay Tuck Design, Soft Stretch Fabric Cotton, Comfortable Fit Premium Men's T-Shirt, Moisture Wicking Tees Undershirts for Mens, 2 Pack, White, Medium\", \"asin\": \"B0828CC91H\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4MGBW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L\", \"asin\": \"B0D2571RDG\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L\", \"asin\": \"B0D3TCW5HX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Short Sleeve T Shirts Soft Crew Neck Tee Shirts Casual Summer Basic Tops White\", \"asin\": \"B0DKT41R9Q\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:58:30.986Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T03:58:30.986Z
|
purchase
|
B09NBP8811
|
rule
|
train
| 2,632 |
2025-04-15T03:58:30.986Z
|
purchase
|
B09NBP8811
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T18:04:39.512Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:05:22.346Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:25.355Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:05:37.444Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:05:51.112Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:06:02.544Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T18:06:42.362Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:45.015Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-10T18:06:46.337Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-10T18:10:54.266Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T18:10:55.877Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T18:11:40.646Z", "action": "purchase", "action_argument": "B0DVSW7QH1"}
{"timestamp": "2025-04-11T02:38:02.204Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T02:38:26.945Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T02:38:26.982Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-11T04:02:36.778Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-11T18:27:37.252Z", "action": "input", "action_argument": "\u540a\u5760 \u798f\u5b57"}
{"timestamp": "2025-04-11T18:27:39.162Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T19:51:40.250Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-11T19:51:51.684Z", "action": "input", "action_argument": "\u963f\u8428\u59c6\u5976\u8336"}
{"timestamp": "2025-04-13T04:31:57.925Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:31:58.282Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:32:06.190Z", "action": "input", "action_argument": "\u5730\u6bef"}
{"timestamp": "2025-04-13T04:32:06.283Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-13T04:32:18.157Z", "action": "input", "action_argument": "\u5730\u6bef \u5367\u5ba4"}
{"timestamp": "2025-04-13T04:32:18.562Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-13T04:33:06.047Z", "action": "input", "action_argument": "\u5730\u677f\u57ab"}
{"timestamp": "2025-04-13T04:33:06.441Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:24.499Z", "action": "input", "action_argument": "\u767b\u5c71\u978b"}
{"timestamp": "2025-04-14T02:47:24.732Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:26.151Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T02:47:29.356Z", "action": "input", "action_argument": "\u767b\u5c71\u978b \u7537"}
{"timestamp": "2025-04-14T02:47:29.830Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T03:52:39.278Z", "action": "input", "action_argument": "\u679c\u76d8"}
{"timestamp": "2025-04-14T03:52:39.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T04:36:02.936Z", "action": "click_product", "action_argument": "B097DNWR91"}
{"timestamp": "2025-04-14T04:36:08.951Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:06:10.554Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:06:13.487Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T06:06:34.325Z", "action": "input", "action_argument": "lenovo legion r7000p 2021H battery"}
{"timestamp": "2025-04-14T06:06:34.570Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:06:49.552Z", "action": "click_product", "action_argument": "B07QX7XHC9"}
{"timestamp": "2025-04-14T06:07:11.296Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:13.175Z", "action": "input", "action_argument": "lenovo legion r7000p battery"}
{"timestamp": "2025-04-14T06:07:14.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T06:07:27.665Z", "action": "click_product", "action_argument": "B09N39XG46"}
{"timestamp": "2025-04-14T06:07:31.296Z", "action": "click", "action_argument": "other"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T03:42:34.569Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:42:54.279Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:57.157Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:42:59.206Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:35.540Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:43:58.889Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:44:09.462Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.519Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:40.907Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-15T03:44:55.899Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:45:55.180Z", "action": "click_product", "action_argument": "B0D2PJH88X"}
{"timestamp": "2025-04-15T03:46:12.393Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:46:40.366Z", "action": "click_product", "action_argument": "B07PSMD1M1"}
{"timestamp": "2025-04-15T03:46:55.960Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:00.638Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:47:41.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:48:16.118Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:48:21.248Z", "action": "click_product", "action_argument": "B0BK8YZQCP"}
{"timestamp": "2025-04-15T03:48:33.654Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:48:51.014Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-15T03:49:15.909Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:49:17.598Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-15T03:52:00.846Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:01.563Z", "action": "click", "action_argument": "filter"}
{"timestamp": "2025-04-15T03:52:10.586Z", "action": "click_product", "action_argument": "B01KNM69IG"}
{"timestamp": "2025-04-15T03:53:19.624Z", "action": "click_product", "action_argument": "B07Q8JF5LL"}
{"timestamp": "2025-04-15T03:56:42.891Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:56:57.503Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:57:03.471Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:57:26.047Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-15T03:57:57.739Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-15T03:57:58.913Z", "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": "mens T shirts lightweight"}],
"cart_items": [{"title": "Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray", "asin": "B0CDBYFH81", "price": "$199.00", "quantity": "1"},
{"title": "30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \u827e\u8349\u751f\u59dc\u4e2d\u836f\u6ce1\u811a\u5305900g", "asin": "B0BJVKP7NN", "price": "$29.90", "quantity": "1"},
{"title": "HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty", "asin": "B083MW6QVX", "price": "$206.65", "quantity": "1"},
{"title": "10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total", "asin": "B0BJV57QW7", "price": "$19.97", "quantity": "1"},
{"title": "AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)", "asin": "B0BX3R5GQ1", "price": "$24.99", "quantity": "1"},
{"title": "TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb", "asin": "B0CYBPMHPX", "price": "$66.49", "quantity": "1"},
{"title": "Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3", "asin": "B01HTJTV40", "price": "$20.94", "quantity": "1"},
{"title": "La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz", "asin": "B017LJYDO6", "price": "$29.00", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz", "asin": "B004JVSGWU", "price": "$39.00", "quantity": "1"},
{"title": "NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free", "asin": "B08VCF6QZ1", "price": "$62.00", "quantity": "1"},
{"title": "Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)", "asin": "B072M1NC4M", "price": "$25.00", "quantity": "1"},
{"title": "Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz", "asin": "B01HTJTV4U", "price": "$20.76", "quantity": "1"},
{"title": "Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz", "asin": "B00C6SV33M", "price": "$70.00", "quantity": "1"},
{"title": "IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\"-15.5\" Neck 32\"-33\" Sleeve", "asin": "B0746Z6M9C", "price": "$24.99", "quantity": "1"},
{"title": "Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501", "asin": "B07VX92QYW", "price": "$95.00", "quantity": "1"},
{"title": "Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz", "asin": "B07VKK1CN9", "price": "$15.95", "quantity": "1"},
{"title": "Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L", "asin": "B005IHSPLQ", "price": "$6.99", "quantity": "1"},
{"title": "Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)", "asin": "B0B8VT2BLM", "price": "$89.99", "quantity": "1"}],
"product_details": [{"title": "Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee"},
{"price": "$26.99"},
{"bullet_list": "Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\u2019 height, 37\u201d chest, 28\u201d waist, 168lbs weight, wearing in size M"},
{"asin": "B09NBP8811"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Medium"},
{"Color": "White 3-pack"}],
"promotion_items": [{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4FXWV", "price": "$16.69", "quantity": ""},
{"title": "COLORFULLEAF Men's Crew Neck Undershirts Bamboo Rayon Short Sleeve Tees Slim-fit T-Shirts (White, M)", "asin": "B083K13T5V", "price": "$31.99", "quantity": ""},
{"title": "H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)", "asin": "B06ZYTFXF4", "price": "$16.99", "quantity": ""},
{"title": "VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L", "asin": "B0D3TCW5HX", "price": "$23.99", "quantity": ""},
{"title": "MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L", "asin": "B0D2571RDG", "price": "$14.99", "quantity": ""},
{"title": "Tommy John Men's Cotton Basics T-Shirts, Stay Tuck Design, Soft Stretch Fabric Cotton, Comfortable Fit Premium Men's T-Shirt, Moisture Wicking Tees Undershirts for Mens, 2 Pack, White, Medium", "asin": "B0828CC91H", "price": "$20.99", "quantity": ""},
{"title": "Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)", "asin": "B0BP1RM5BF", "price": "$39.87", "quantity": ""},
{"title": "Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt", "asin": "B0BZJ4MGBW", "price": "$16.69", "quantity": ""},
{"title": "DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)", "asin": "B0C2CHVZQZ", "price": "$48.99", "quantity": ""},
{"title": "MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L", "asin": "B0D2571RDG", "price": "$14.99", "quantity": ""},
{"title": "VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L", "asin": "B0D3TCW5HX", "price": "$23.99", "quantity": ""},
{"title": "Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)", "asin": "B0DNFK5ZBD", "price": "$36.99", "quantity": ""},
{"title": "COOFANDY Men's Short Sleeve T Shirts Soft Crew Neck Tee Shirts Casual Summer Basic Tops White", "asin": "B0DKT41R9Q", "price": "$19.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T03:58:30.986Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-15T03:58:30.986Z\",\"action\": \"purchase\",\"acion_argument\": \"B09NBP8811\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T03:58:30.986Z\",\"action\": \"purchase\",\"acion_argument\": \"B09NBP8811\",}</answer>",
"index": 2632,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T18:04:39.512Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:05:22.346Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:25.355Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:05:37.444Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:05:51.112Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:06:02.544Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T18:06:42.362Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:45.015Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-10T18:06:46.337Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-10T18:10:54.266Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T18:10:55.877Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T18:11:40.646Z\", \"action\": \"purchase\", \"action_argument\": \"B0DVSW7QH1\"}\n{\"timestamp\": \"2025-04-11T02:38:02.204Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T02:38:26.945Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T02:38:26.982Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-11T04:02:36.778Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-11T18:27:37.252Z\", \"action\": \"input\", \"action_argument\": \"\\u540a\\u5760 \\u798f\\u5b57\"}\n{\"timestamp\": \"2025-04-11T18:27:39.162Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T19:51:40.250Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-11T19:51:51.684Z\", \"action\": \"input\", \"action_argument\": \"\\u963f\\u8428\\u59c6\\u5976\\u8336\"}\n{\"timestamp\": \"2025-04-13T04:31:57.925Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:31:58.282Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:32:06.190Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef\"}\n{\"timestamp\": \"2025-04-13T04:32:06.283Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-13T04:32:18.157Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u6bef \\u5367\\u5ba4\"}\n{\"timestamp\": \"2025-04-13T04:32:18.562Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-13T04:33:06.047Z\", \"action\": \"input\", \"action_argument\": \"\\u5730\\u677f\\u57ab\"}\n{\"timestamp\": \"2025-04-13T04:33:06.441Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:24.499Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b\"}\n{\"timestamp\": \"2025-04-14T02:47:24.732Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:26.151Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T02:47:29.356Z\", \"action\": \"input\", \"action_argument\": \"\\u767b\\u5c71\\u978b \\u7537\"}\n{\"timestamp\": \"2025-04-14T02:47:29.830Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T03:52:39.278Z\", \"action\": \"input\", \"action_argument\": \"\\u679c\\u76d8\"}\n{\"timestamp\": \"2025-04-14T03:52:39.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T04:36:02.936Z\", \"action\": \"click_product\", \"action_argument\": \"B097DNWR91\"}\n{\"timestamp\": \"2025-04-14T04:36:08.951Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:06:10.554Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:06:13.487Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T06:06:34.325Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p 2021H battery\"}\n{\"timestamp\": \"2025-04-14T06:06:34.570Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:06:49.552Z\", \"action\": \"click_product\", \"action_argument\": \"B07QX7XHC9\"}\n{\"timestamp\": \"2025-04-14T06:07:11.296Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:13.175Z\", \"action\": \"input\", \"action_argument\": \"lenovo legion r7000p battery\"}\n{\"timestamp\": \"2025-04-14T06:07:14.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T06:07:27.665Z\", \"action\": \"click_product\", \"action_argument\": \"B09N39XG46\"}\n{\"timestamp\": \"2025-04-14T06:07:31.296Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T03:42:34.569Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:42:54.279Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:57.157Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:42:59.206Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:35.540Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:43:58.889Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:44:09.462Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.519Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:40.907Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-15T03:44:55.899Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:45:55.180Z\", \"action\": \"click_product\", \"action_argument\": \"B0D2PJH88X\"}\n{\"timestamp\": \"2025-04-15T03:46:12.393Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:46:40.366Z\", \"action\": \"click_product\", \"action_argument\": \"B07PSMD1M1\"}\n{\"timestamp\": \"2025-04-15T03:46:55.960Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:00.638Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:47:41.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:48:16.118Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:48:21.248Z\", \"action\": \"click_product\", \"action_argument\": \"B0BK8YZQCP\"}\n{\"timestamp\": \"2025-04-15T03:48:33.654Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:48:51.014Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-15T03:49:15.909Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:49:17.598Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-15T03:52:00.846Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:01.563Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n{\"timestamp\": \"2025-04-15T03:52:10.586Z\", \"action\": \"click_product\", \"action_argument\": \"B01KNM69IG\"}\n{\"timestamp\": \"2025-04-15T03:53:19.624Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q8JF5LL\"}\n{\"timestamp\": \"2025-04-15T03:56:42.891Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:56:57.503Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:03.471Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:26.047Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-15T03:57:57.739Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-15T03:57:58.913Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"mens T shirts lightweight\"}],\n\"cart_items\": [{\"title\": \"Meebook E-Reader M7 | 6.8' Eink Carta Screen | 300PPI Smart Light | Android 11 | Ouad Core Processor | Out Speaker | Support Google Play Store | 3GB+32GB Storage | Micro-SD Slot | Gray\", \"asin\": \"B0CDBYFH81\", \"price\": \"$199.00\", \"quantity\": \"1\"},\n{\"title\": \"30 Pack Ginger Herbal Foot Soak Spa - 900g Natural Plant Blend with Mugwort & Saffron, Relaxing Aromatherapy Bath for Home Wellness Routine \\u827e\\u8349\\u751f\\u59dc\\u4e2d\\u836f\\u6ce1\\u811a\\u5305900g\", \"asin\": \"B0BJVKP7NN\", \"price\": \"$29.90\", \"quantity\": \"1\"},\n{\"title\": \"HHKB - Happy Hacking Keyboard Professional Classic (Wired, USB-C, Mac, Windows, White, Printed) with 2 Year Advance Exchange Warranty\", \"asin\": \"B083MW6QVX\", \"price\": \"$206.65\", \"quantity\": \"1\"},\n{\"title\": \"10 Packs Soft Small Facial Tissue, Disposable Facial Napkin, Wood Pulp Fiber Material NOT COTTON, Facial Towel, White Facial Paper Tissue, 4-Ply, 10 Pack, 280 Sheets per Pack, 2800 Sheet In Total\", \"asin\": \"B0BJV57QW7\", \"price\": \"$19.97\", \"quantity\": \"1\"},\n{\"title\": \"AQUAFIT Half Gallon Water Bottle with Time Marker - Straw & Chug Lid - BPA Free Big Water Bottle with Straw - Gym Water Bottle with Handle - Motivational Half Gallon Water Jug (64 oz, B Ombre)\", \"asin\": \"B0BX3R5GQ1\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"TIPRE Smart Scale for Body Weight 8-Electrode Digital Weight Scale for Body Fat Bathroom Scale with BMI Full Body Composition Analysis with Bluetooth Health Monitor for Weight Loss, 400lb\", \"asin\": \"B0CYBPMHPX\", \"price\": \"$66.49\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Unscented Advanced Repair Body Lotion - Ultra-Hydrating with Lipids for Extremely Dry Skin, 20.3 oz, Pack of 3\", \"asin\": \"B01HTJTV40\", \"price\": \"$20.94\", \"quantity\": \"1\"},\n{\"title\": \"La Chatelaine Hand Cream Trio Tin, Gifts for Mom, Natural Hand Lotion Gift Set, Made in France with 20% Organic Shea Butter, Nourishing & Moisturizing (Gardenia, Orange Blossom, Oud Rose) 3 x 1 fl. oz\", \"asin\": \"B017LJYDO6\", \"price\": \"$29.00\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 1.7 fl oz\", \"asin\": \"B004JVSGWU\", \"price\": \"$39.00\", \"quantity\": \"1\"},\n{\"title\": \"NEST New York Reed Diffuser, Wild Mint & Eucalyptus - 5.9 fl oz - Fragrance for Up to 90 Days - Reusable, Refillable Glass Holder - Includes 8 All-Natural Reed Sticks - Flame Free\", \"asin\": \"B08VCF6QZ1\", \"price\": \"$62.00\", \"quantity\": \"1\"},\n{\"title\": \"Lay's Potato Chips, Classic, 1 Ounce (Pack of 40)\", \"asin\": \"B072M1NC4M\", \"price\": \"$25.00\", \"quantity\": \"1\"},\n{\"title\": \"Vaseline Intensive Care Body Lotion Cocoa Radiant 3 count for Dry Skin Lotion Made with Ultra-Hydrating Lipids and Pure Cocoa Butter for a Long-Lasting, Radiant Glow 20.3 Oz\", \"asin\": \"B01HTJTV4U\", \"price\": \"$20.76\", \"quantity\": \"1\"},\n{\"title\": \"Kiehl's Ultra Facial Cream, with 4.5% Squalane to Strengthen Skin's Moisture Barrier, Skin Feels Softer and Smoother, Long-Lasting Hydration, Easy and Fast-Absorbing, All Skin Types - 4.2 fl oz\", \"asin\": \"B00C6SV33M\", \"price\": \"$70.00\", \"quantity\": \"1\"},\n{\"title\": \"IZOD Men's Dress Shirt Regular Fit Stretch Solid Spread Collar, White, 15\\\"-15.5\\\" Neck 32\\\"-33\\\" Sleeve\", \"asin\": \"B0746Z6M9C\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Paul Fredrick Men's Tailored Fit Cotton Non-Iron Pinpoint Cotton Dress Shirt White 15.5/32 DT1501\", \"asin\": \"B07VX92QYW\", \"price\": \"$95.00\", \"quantity\": \"1\"},\n{\"title\": \"Air Jungles Lavender Scent Reed Diffuser Set with Sticks, Essential Incense Oil Air Freshener for Bathroom, Office, Gym, and Bedroom Fragrance, 3.4 fl. oz\", \"asin\": \"B07VKK1CN9\", \"price\": \"$15.95\", \"quantity\": \"1\"},\n{\"title\": \"Listerine Cool Mint Alcohol Free Mouthwash, Oral Rinse to Kill 99.9% of Germs That Cause Bad Breath for Fresh Breath & Clean Mouth, Less Intense Taste, Cool Mint Flavor, 1 L\", \"asin\": \"B005IHSPLQ\", \"price\": \"$6.99\", \"quantity\": \"1\"},\n{\"title\": \"Ktaxon Mountain Bike 26 Inch Men & Women Mountain Bike 21-Speed Adult Bikes, Double Disc Brake, Suspension Fork,High Carbon Steel Frame (Black/Red)\", \"asin\": \"B0B8VT2BLM\", \"price\": \"$89.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"title\": \"Comfneat Men's 3-Pack Lightweight T-Shirts Cotton Crew Neck Regular Fit Solid Tee\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Excellent combed cotton for super soft and smooth feel, tag free for more comfort Lightweight everyday T-shirt without unnecessary designs or logos, suitable as a baselayer or worn alone in summer Stretchy elastic collar, keep in shape after multi-washing Shell fabric: 100% Cotton, collar: 95% cotton, 5% spandex Model is 6\\u2019 height, 37\\u201d chest, 28\\u201d waist, 168lbs weight, wearing in size M\"},\n{\"asin\": \"B09NBP8811\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Medium\"},\n{\"Color\": \"White 3-pack\"}],\n\"promotion_items\": [{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4FXWV\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"COLORFULLEAF Men's Crew Neck Undershirts Bamboo Rayon Short Sleeve Tees Slim-fit T-Shirts (White, M)\", \"asin\": \"B083K13T5V\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"H2H Men Cotton Blend Crew Neck Classic & Stylish Typical Type T-Shirts White US S/Asia M (CMTTS0198)\", \"asin\": \"B06ZYTFXF4\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L\", \"asin\": \"B0D3TCW5HX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L\", \"asin\": \"B0D2571RDG\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Tommy John Men's Cotton Basics T-Shirts, Stay Tuck Design, Soft Stretch Fabric Cotton, Comfortable Fit Premium Men's T-Shirt, Moisture Wicking Tees Undershirts for Mens, 2 Pack, White, Medium\", \"asin\": \"B0828CC91H\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Kingsted Men's T-Shirts Pack - Royally Comfortable - Super Soft Cotton Blend - Short Sleeve Tagless Crewneck - Plain Colored Classic Tees (3 Pack, Monochrome, Large)\", \"asin\": \"B0BP1RM5BF\", \"price\": \"$39.87\", \"quantity\": \"\"},\n{\"title\": \"Pioneer Camp Mens Bamboo Viscose T Shirt Ultra Soft White Plain Tshirts for Men Cooling Crew Neck Casual Basic Tee Shirt\", \"asin\": \"B0BZJ4MGBW\", \"price\": \"$16.69\", \"quantity\": \"\"},\n{\"title\": \"DAVID ARCHY Men's Undershirts Micro Modal Ultra Soft T-Shirts Stretch Moisture-Wicking Crewneck Tees for Men, 3-Pack (XL, White)\", \"asin\": \"B0C2CHVZQZ\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"MAGNIVIT Mens Pocket Tee Shirt Crew Collar Casual Tshirt Short Sleeve Basic Shirt T Shirt Short Sleeve Summer Tee Men White L\", \"asin\": \"B0D2571RDG\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"VEIISAR Mens T Shirt - Short Sleeve Crew Neck Soft Fitted Elastic Tees Fresh Classic Tshirts White L\", \"asin\": \"B0D3TCW5HX\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Ficerd 3 Pack Men's Big and Tall Shirts Short Sleeve Cotton Tee Crew Neck Basic Casual Top Loose Fit Summer T Shirts(Black, White, Khaki,L)\", \"asin\": \"B0DNFK5ZBD\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's Short Sleeve T Shirts Soft Crew Neck Tee Shirts Casual Summer Basic Tops White\", \"asin\": \"B0DKT41R9Q\", \"price\": \"$19.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T03:58:30.986Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:40.725Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:27:40.725Z
|
click
|
page_related
|
rule
|
train
| 2,633 |
2025-04-06T23:27:40.725Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:27:40.725Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:27:40.725Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:27:40.725Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 2633,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:40.725Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:42.024Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:27:42.024Z
|
click
|
page_related
|
rule
|
train
| 2,634 |
2025-04-06T23:27:42.024Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:27:42.024Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:27:42.024Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:27:42.024Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 2634,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:42.024Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:43.645Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:27:43.645Z
|
click
|
page_related
|
rule
|
train
| 2,635 |
2025-04-06T23:27:43.645Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:27:43.645Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:27:43.645Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:27:43.645Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 2635,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:43.645Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:44.545Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:27:44.545Z
|
click
|
page_related
|
rule
|
train
| 2,636 |
2025-04-06T23:27:44.545Z
|
click
|
page_related
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:27:44.545Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:27:44.545Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:27:44.545Z\",\"action\": \"click\",\"acion_argument\": \"page_related\",}</answer>",
"index": 2636,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:44.545Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"20 Oz 30 Oz 40 Oz Tumbler Handle Adjustable Fit for YETI, RTIC, Ozark Trail, Travel Mug Cup, SIC, Rambler, and All Brands Tumbler Cup\", \"asin\": \"B092JRDYSY\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"CHILLOUT LIFE Handle for YETI Cup 30 oz - Ozark Trail 30 oz Tumblers, Comfortable Replacement Handle for 30 oz YETI Tumbler & More (Black Handle Only)\", \"asin\": \"B01KEJNWAG\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Hyturtle 1Pcs Stylish and Functional Purple Tumbler Handle For 30oz Cups - Fits For 30 OZ YETI Tumbler - Secure Grip, Lightweight, Dishwasher Safe - Ideal for Travel and Outdoor Activities - BPA Free\", \"asin\": \"/promo/A3GVZ42SV2Q5Z\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"30Oz Tumbler Handle for Yeti,Suitable for tumblers 2 Pack BPA FREE (30 ounce, Black)\", \"asin\": \"B0CWKZB5KH\", \"price\": \"$7.69\", \"quantity\": \"\"},\n{\"title\": \"STRATA CUPS 30 oz Tumbler Handle - Available For 30 oz YETI Tumbler, OZARK TRAIL Tumbler, Rambler Tumbler- BPA free (Black)\", \"asin\": \"B01HYX3UXY\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"ZYTC Handle for 30OZ Tumbler,Yeti Rambler Anti Slip Travel Mug Grip BPA Free Cup Holder Yeti Rambler,Ozark Trail,Sic and More Tumbler Mugs\", \"asin\": \"B07C5NHSCC\", \"price\": \"$9.58\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:54.869Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:27:54.869Z
|
input
|
golf
|
rule
|
train
| 2,637 |
2025-04-06T23:27:54.869Z
|
input
|
golf
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "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": ""}],
"promotion_items": [{"title": "20 Oz 30 Oz 40 Oz Tumbler Handle Adjustable Fit for YETI, RTIC, Ozark Trail, Travel Mug Cup, SIC, Rambler, and All Brands Tumbler Cup", "asin": "B092JRDYSY", "price": "$8.99", "quantity": ""},
{"title": "CHILLOUT LIFE Handle for YETI Cup 30 oz - Ozark Trail 30 oz Tumblers, Comfortable Replacement Handle for 30 oz YETI Tumbler & More (Black Handle Only)", "asin": "B01KEJNWAG", "price": "$9.95", "quantity": ""},
{"title": "Hyturtle 1Pcs Stylish and Functional Purple Tumbler Handle For 30oz Cups - Fits For 30 OZ YETI Tumbler - Secure Grip, Lightweight, Dishwasher Safe - Ideal for Travel and Outdoor Activities - BPA Free", "asin": "/promo/A3GVZ42SV2Q5Z", "price": "$8.95", "quantity": ""},
{"title": "30Oz Tumbler Handle for Yeti,Suitable for tumblers 2 Pack BPA FREE (30 ounce, Black)", "asin": "B0CWKZB5KH", "price": "$7.69", "quantity": ""},
{"title": "STRATA CUPS 30 oz Tumbler Handle - Available For 30 oz YETI Tumbler, OZARK TRAIL Tumbler, Rambler Tumbler- BPA free (Black)", "asin": "B01HYX3UXY", "price": "$8.95", "quantity": ""},
{"title": "ZYTC Handle for 30OZ Tumbler,Yeti Rambler Anti Slip Travel Mug Grip BPA Free Cup Holder Yeti Rambler,Ozark Trail,Sic and More Tumbler Mugs", "asin": "B07C5NHSCC", "price": "$9.58", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:27:54.869Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:27:54.869Z\",\"action\": \"input\",\"acion_argument\": \"golf\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:27:54.869Z\",\"action\": \"input\",\"acion_argument\": \"golf\",}</answer>",
"index": 2637,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"20 Oz 30 Oz 40 Oz Tumbler Handle Adjustable Fit for YETI, RTIC, Ozark Trail, Travel Mug Cup, SIC, Rambler, and All Brands Tumbler Cup\", \"asin\": \"B092JRDYSY\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"CHILLOUT LIFE Handle for YETI Cup 30 oz - Ozark Trail 30 oz Tumblers, Comfortable Replacement Handle for 30 oz YETI Tumbler & More (Black Handle Only)\", \"asin\": \"B01KEJNWAG\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Hyturtle 1Pcs Stylish and Functional Purple Tumbler Handle For 30oz Cups - Fits For 30 OZ YETI Tumbler - Secure Grip, Lightweight, Dishwasher Safe - Ideal for Travel and Outdoor Activities - BPA Free\", \"asin\": \"/promo/A3GVZ42SV2Q5Z\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"30Oz Tumbler Handle for Yeti,Suitable for tumblers 2 Pack BPA FREE (30 ounce, Black)\", \"asin\": \"B0CWKZB5KH\", \"price\": \"$7.69\", \"quantity\": \"\"},\n{\"title\": \"STRATA CUPS 30 oz Tumbler Handle - Available For 30 oz YETI Tumbler, OZARK TRAIL Tumbler, Rambler Tumbler- BPA free (Black)\", \"asin\": \"B01HYX3UXY\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"ZYTC Handle for 30OZ Tumbler,Yeti Rambler Anti Slip Travel Mug Grip BPA Free Cup Holder Yeti Rambler,Ozark Trail,Sic and More Tumbler Mugs\", \"asin\": \"B07C5NHSCC\", \"price\": \"$9.58\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:54.869Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf\"}],\n\"promotion_items\": [{\"title\": \"20 Oz 30 Oz 40 Oz Tumbler Handle Adjustable Fit for YETI, RTIC, Ozark Trail, Travel Mug Cup, SIC, Rambler, and All Brands Tumbler Cup\", \"asin\": \"B092JRDYSY\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"CHILLOUT LIFE Handle for YETI Cup 30 oz - Ozark Trail 30 oz Tumblers, Comfortable Replacement Handle for 30 oz YETI Tumbler & More (Black Handle Only)\", \"asin\": \"B01KEJNWAG\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Hyturtle 1Pcs Stylish and Functional Purple Tumbler Handle For 30oz Cups - Fits For 30 OZ YETI Tumbler - Secure Grip, Lightweight, Dishwasher Safe - Ideal for Travel and Outdoor Activities - BPA Free\", \"asin\": \"/promo/A3GVZ42SV2Q5Z\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"30Oz Tumbler Handle for Yeti,Suitable for tumblers 2 Pack BPA FREE (30 ounce, Black)\", \"asin\": \"B0CWKZB5KH\", \"price\": \"$7.69\", \"quantity\": \"\"},\n{\"title\": \"STRATA CUPS 30 oz Tumbler Handle - Available For 30 oz YETI Tumbler, OZARK TRAIL Tumbler, Rambler Tumbler- BPA free (Black)\", \"asin\": \"B01HYX3UXY\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"ZYTC Handle for 30OZ Tumbler,Yeti Rambler Anti Slip Travel Mug Grip BPA Free Cup Holder Yeti Rambler,Ozark Trail,Sic and More Tumbler Mugs\", \"asin\": \"B07C5NHSCC\", \"price\": \"$9.58\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:55.171Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:27:55.171Z
|
click
|
search
|
rule
|
train
| 2,638 |
2025-04-06T23:27:55.171Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf"}],
"promotion_items": [{"title": "20 Oz 30 Oz 40 Oz Tumbler Handle Adjustable Fit for YETI, RTIC, Ozark Trail, Travel Mug Cup, SIC, Rambler, and All Brands Tumbler Cup", "asin": "B092JRDYSY", "price": "$8.99", "quantity": ""},
{"title": "CHILLOUT LIFE Handle for YETI Cup 30 oz - Ozark Trail 30 oz Tumblers, Comfortable Replacement Handle for 30 oz YETI Tumbler & More (Black Handle Only)", "asin": "B01KEJNWAG", "price": "$9.95", "quantity": ""},
{"title": "Hyturtle 1Pcs Stylish and Functional Purple Tumbler Handle For 30oz Cups - Fits For 30 OZ YETI Tumbler - Secure Grip, Lightweight, Dishwasher Safe - Ideal for Travel and Outdoor Activities - BPA Free", "asin": "/promo/A3GVZ42SV2Q5Z", "price": "$8.95", "quantity": ""},
{"title": "30Oz Tumbler Handle for Yeti,Suitable for tumblers 2 Pack BPA FREE (30 ounce, Black)", "asin": "B0CWKZB5KH", "price": "$7.69", "quantity": ""},
{"title": "STRATA CUPS 30 oz Tumbler Handle - Available For 30 oz YETI Tumbler, OZARK TRAIL Tumbler, Rambler Tumbler- BPA free (Black)", "asin": "B01HYX3UXY", "price": "$8.95", "quantity": ""},
{"title": "ZYTC Handle for 30OZ Tumbler,Yeti Rambler Anti Slip Travel Mug Grip BPA Free Cup Holder Yeti Rambler,Ozark Trail,Sic and More Tumbler Mugs", "asin": "B07C5NHSCC", "price": "$9.58", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:27:55.171Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:27:55.171Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:27:55.171Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2638,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf\"}],\n\"promotion_items\": [{\"title\": \"20 Oz 30 Oz 40 Oz Tumbler Handle Adjustable Fit for YETI, RTIC, Ozark Trail, Travel Mug Cup, SIC, Rambler, and All Brands Tumbler Cup\", \"asin\": \"B092JRDYSY\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"CHILLOUT LIFE Handle for YETI Cup 30 oz - Ozark Trail 30 oz Tumblers, Comfortable Replacement Handle for 30 oz YETI Tumbler & More (Black Handle Only)\", \"asin\": \"B01KEJNWAG\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Hyturtle 1Pcs Stylish and Functional Purple Tumbler Handle For 30oz Cups - Fits For 30 OZ YETI Tumbler - Secure Grip, Lightweight, Dishwasher Safe - Ideal for Travel and Outdoor Activities - BPA Free\", \"asin\": \"/promo/A3GVZ42SV2Q5Z\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"30Oz Tumbler Handle for Yeti,Suitable for tumblers 2 Pack BPA FREE (30 ounce, Black)\", \"asin\": \"B0CWKZB5KH\", \"price\": \"$7.69\", \"quantity\": \"\"},\n{\"title\": \"STRATA CUPS 30 oz Tumbler Handle - Available For 30 oz YETI Tumbler, OZARK TRAIL Tumbler, Rambler Tumbler- BPA free (Black)\", \"asin\": \"B01HYX3UXY\", \"price\": \"$8.95\", \"quantity\": \"\"},\n{\"title\": \"ZYTC Handle for 30OZ Tumbler,Yeti Rambler Anti Slip Travel Mug Grip BPA Free Cup Holder Yeti Rambler,Ozark Trail,Sic and More Tumbler Mugs\", \"asin\": \"B07C5NHSCC\", \"price\": \"$9.58\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:27:55.171Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf\"}],\n\"cart_items\": [{\"title\": \"Physician's Choice Probiotics - PH Balance, Digestive, UT, & Feminine Health - 50 Billion CFU - 6 Unique Strains for Women - Organic Prebiotics, Cranberry Extract+ - Probiotic - 60 CT\", \"asin\": \"B09Z3TPGRZ\", \"price\": \"$36.97\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women\", \"asin\": \"B08DCQ6JVC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration\", \"asin\": \"B0BJMCQXDY\", \"price\": \"$239.98\", \"quantity\": \"\"},\n{\"title\": \"Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\\u2019s Day Gift for Golf Lover - Cool Golf Accessories\", \"asin\": \"B0C1F84XKC\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBH4VPF\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers\", \"asin\": \"B0DYJ9K4PD\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black\", \"asin\": \"B0DPWLJPHD\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration\", \"asin\": \"B0DDCNTDBW\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"SkyTrak+ Golf Launch Monitor and Golf Simulator\", \"asin\": \"B0C7HGQLF7\"}],\n\"search_results\": [{\"title\": \"Golf Rangefinder with Slope \\u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function\", \"asin\": \"B0DYF3P5XG\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBPZSXB\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tour White Golf Balls\", \"asin\": \"B08927FCHT\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf 300 Pro Laser Rangefinder\", \"asin\": \"B01KP195PY\", \"price\": \"$131.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Prior Generation Pro V1 Golf Balls\", \"asin\": \"B0BPF2D5P9\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men\", \"asin\": \"B0BZM7WGXV\", \"price\": \"$11.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66WPYP3\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women\", \"asin\": \"B0D2X9PWLR\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's 10\\\" Classic-Fit Cargo Golf Short (Available in Big & Tall)\", \"asin\": \"B0C4YQZ5SP\", \"price\": \"$23.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement\", \"asin\": \"B0CR5V989D\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient\", \"asin\": \"B0DQTZ5MSD\", \"price\": \"$106.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan\", \"asin\": \"B07PX9YR31\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Microfiber Golf Towel (16\\\" X 16\\\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red\", \"asin\": \"B09B5CTHGB\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil\", \"asin\": \"B0B8PBHGM2\", \"price\": \"$15.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves\", \"asin\": \"B07SLM3HHR\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Pants for Men Lightweight Moisture Wicking Business - 30\\\"/32\\\"/34\\\" Stretch Flat Front Casual Dress Pant for Men\", \"asin\": \"B0DR1MPFW5\", \"price\": \"$43.95\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro\", \"asin\": \"B0DR2RHFZX\", \"price\": \"$108.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\\\" x 39.5\\\"\", \"asin\": \"B08NFCJS1F\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 10 - 11\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow\", \"asin\": \"B015N2NX3A\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\\\"x12\\\" | Golf Gifts for Men/Women for Home Indoor Outdoor\", \"asin\": \"B0CHB2V5WB\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women\", \"asin\": \"B0BZPGD42Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pro V1\", \"asin\": \"B0DPN7QZ9R\", \"price\": \"$54.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Impact Tape Labels \\uff5cSelf-Teaching Sweet Spot and Consistency Analysis \\uff5c Improve Golf Swing Accuracy and Distance \\uff5cChoose Between 150 Pc and 300 Pc\", \"asin\": \"B0BZNTLFCG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Vice Tour Golf Balls\", \"asin\": \"B018ITO9WY\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner\", \"asin\": \"B09957FQNJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Tour Response Stripe\", \"asin\": \"B0CP9S6J4L\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)\", \"asin\": \"B09KNWW38P\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf\", \"asin\": \"B0BWTW5DX2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1\", \"asin\": \"B0BVFP6KXC\", \"price\": \"$98.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vice Pro Plus Golf Balls\", \"asin\": \"B096T2R7QW\", \"price\": \"$35.17\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's 3 Pack Golf Web Belt\", \"asin\": \"B004NRNOG8\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Training Aid - Swing Correcting Arm Band\", \"asin\": \"B089LSGXBR\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TruFeel Golf Balls (One Dozen)\", \"asin\": \"B0CPKXFZ5P\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)\", \"asin\": \"B0CF9THQDK\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02\", \"asin\": \"B08X1LD93B\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's Tech Golf Polo\", \"asin\": \"B01GH5KPU6\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Prior Generation Pro V1x Golf Balls\", \"asin\": \"B0BPDZKBDR\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6KDX8Y\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CaddyLite EZ Fold Version 8 Golf Push Cart \\u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage\", \"asin\": \"B07DTBSFGB\", \"price\": \"$154.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts\", \"asin\": \"B09PZZ1QRM\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks\", \"asin\": \"B0CXQ3F8F1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Supersoft Golf Balls\", \"asin\": \"B0DHT5HQSK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Men\\u2019s Strata Complete Set\", \"asin\": \"B0B9P35NLH\", \"price\": \"$245.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool\", \"asin\": \"B09L74FZTY\", \"price\": \"$6.79\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration\", \"asin\": \"B07PV6NJFH\", \"price\": \"$79.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's WeatherSof 2-Pack Golf Glove\", \"asin\": \"B0CCK9CRGX\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Weather Spann Glove\", \"asin\": \"B0BKP8K23B\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black\", \"asin\": \"B0C781C9D2\", \"price\": \"$58.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband\", \"asin\": \"B0DTHRPDN6\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter\", \"asin\": \"B08FVJJWMM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach\\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\\\" Built-in Color Touchscreen Display\", \"asin\": \"B0DM6NYRYN\", \"price\": \"$4,999.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only\", \"asin\": \"B07T91KFMP\", \"price\": \"$249.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:01.249Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:28:01.249Z
|
click
|
quantity
|
rule
|
train
| 2,639 |
2025-04-06T23:28:01.249Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf"}],
"cart_items": [{"title": "Physician's Choice Probiotics - PH Balance, Digestive, UT, & Feminine Health - 50 Billion CFU - 6 Unique Strains for Women - Organic Prebiotics, Cranberry Extract+ - Probiotic - 60 CT", "asin": "B09Z3TPGRZ", "price": "$36.97", "quantity": "1"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "quantity": ""},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "quantity": ""},
{"title": "Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women", "asin": "B08DCQ6JVC", "price": "$19.99", "quantity": ""},
{"title": "Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration", "asin": "B0BJMCQXDY", "price": "$239.98", "quantity": ""},
{"title": "Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\u2019s Day Gift for Golf Lover - Cool Golf Accessories", "asin": "B0C1F84XKC", "price": "$29.95", "quantity": ""},
{"title": "Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand", "asin": "B08VBH4VPF", "price": "$199.00", "quantity": ""},
{"title": "Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "quantity": ""},
{"title": "Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers", "asin": "B0DYJ9K4PD", "price": "$62.99", "quantity": ""},
{"title": "Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black", "asin": "B0DPWLJPHD", "price": "$99.95", "quantity": ""},
{"title": "Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe", "asin": "B0DBQKB449", "price": "$89.99", "quantity": ""},
{"title": "Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration", "asin": "B0DDCNTDBW", "price": "$72.99", "quantity": ""},
{"title": "M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men", "asin": "B0DPQ65S5R", "price": "$32.95", "quantity": ""}],
"ads": [{"title": "SkyTrak+ Golf Launch Monitor and Golf Simulator", "asin": "B0C7HGQLF7"}],
"search_results": [{"title": "Golf Rangefinder with Slope \u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function", "asin": "B0DYF3P5XG", "price": "$169.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men", "asin": "B0DPQ65S5R", "price": "$32.95", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand", "asin": "B08VBPZSXB", "price": "$199.00", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon."},
{"title": "Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder", "asin": "B09GLP62SS", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Tour White Golf Balls", "asin": "B08927FCHT", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf 300 Pro Laser Rangefinder", "asin": "B01KP195PY", "price": "$131.84", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Prior Generation Pro V1 Golf Balls", "asin": "B0BPF2D5P9", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men", "asin": "B0BZM7WGXV", "price": "$11.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Men's S2G Spikeless 24 Golf Shoe", "asin": "B0C66WPYP3", "price": "$33.43", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder", "asin": "B09GLP62SS", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women", "asin": "B0D2X9PWLR", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's 10\" Classic-Fit Cargo Golf Short (Available in Big & Tall)", "asin": "B0C4YQZ5SP", "price": "$23.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement", "asin": "B0CR5V989D", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient", "asin": "B0DQTZ5MSD", "price": "$106.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan", "asin": "B07PX9YR31", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Microfiber Golf Towel (16\" X 16\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red", "asin": "B09B5CTHGB", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil", "asin": "B0B8PBHGM2", "price": "$15.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves", "asin": "B07SLM3HHR", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Distance+ Golf Balls", "asin": "B08QSL9XQW", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Pants for Men Lightweight Moisture Wicking Business - 30\"/32\"/34\" Stretch Flat Front Casual Dress Pant for Men", "asin": "B0DR1MPFW5", "price": "$43.95", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro", "asin": "B0DR2RHFZX", "price": "$108.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\" x 39.5\"", "asin": "B08NFCJS1F", "price": "$149.99", "delivery": "FREE delivery Apr 10 - 11"},
{"title": "Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\uff0cGifts for Men Dad Him and Golfer", "asin": "B0DFYFM5G8", "price": "$62.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow", "asin": "B015N2NX3A", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\"x12\" | Golf Gifts for Men/Women for Home Indoor Outdoor", "asin": "B0CHB2V5WB", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women", "asin": "B0BZPGD42Y", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pro V1", "asin": "B0DPN7QZ9R", "price": "$54.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Impact Tape Labels \uff5cSelf-Teaching Sweet Spot and Consistency Analysis \uff5c Improve Golf Swing Accuracy and Distance \uff5cChoose Between 150 Pc and 300 Pc", "asin": "B0BZNTLFCG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Vice Tour Golf Balls", "asin": "B018ITO9WY", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner", "asin": "B09957FQNJ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Tour Response Stripe", "asin": "B0CP9S6J4L", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)", "asin": "B09KNWW38P", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf", "asin": "B0BWTW5DX2", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1", "asin": "B0BVFP6KXC", "price": "$98.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Vice Pro Plus Golf Balls", "asin": "B096T2R7QW", "price": "$35.17", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Men's 3 Pack Golf Web Belt", "asin": "B004NRNOG8", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Training Aid - Swing Correcting Arm Band", "asin": "B089LSGXBR", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TruFeel Golf Balls (One Dozen)", "asin": "B0CPKXFZ5P", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)", "asin": "B0CF9THQDK", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02", "asin": "B08X1LD93B", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's Tech Golf Polo", "asin": "B01GH5KPU6", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Prior Generation Pro V1x Golf Balls", "asin": "B0BPDZKBDR", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Q-Star Tour Divide Golf Balls (Prior Generation)", "asin": "B08R6KDX8Y", "price": "$26.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "CaddyLite EZ Fold Version 8 Golf Push Cart \u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage", "asin": "B07DTBSFGB", "price": "$154.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts", "asin": "B09PZZ1QRM", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks", "asin": "B0CXQ3F8F1", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Supersoft Golf Balls", "asin": "B0DHT5HQSK", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Men\u2019s Strata Complete Set", "asin": "B0B9P35NLH", "price": "$245.40", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool", "asin": "B09L74FZTY", "price": "$6.79", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration", "asin": "B07PV6NJFH", "price": "$79.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's WeatherSof 2-Pack Golf Glove", "asin": "B0CCK9CRGX", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Weather Spann Glove", "asin": "B0BKP8K23B", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black", "asin": "B0C781C9D2", "price": "$58.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees", "asin": "B09LHHLZRF", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband", "asin": "B0DTHRPDN6", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter", "asin": "B08FVJJWMM", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Approach\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\" Built-in Color Touchscreen Display", "asin": "B0DM6NYRYN", "price": "$4,999.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only", "asin": "B07T91KFMP", "price": "$249.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:28:01.249Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:28:01.249Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:28:01.249Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 2639,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf\"}],\n\"cart_items\": [{\"title\": \"Physician's Choice Probiotics - PH Balance, Digestive, UT, & Feminine Health - 50 Billion CFU - 6 Unique Strains for Women - Organic Prebiotics, Cranberry Extract+ - Probiotic - 60 CT\", \"asin\": \"B09Z3TPGRZ\", \"price\": \"$36.97\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women\", \"asin\": \"B08DCQ6JVC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration\", \"asin\": \"B0BJMCQXDY\", \"price\": \"$239.98\", \"quantity\": \"\"},\n{\"title\": \"Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\\u2019s Day Gift for Golf Lover - Cool Golf Accessories\", \"asin\": \"B0C1F84XKC\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBH4VPF\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers\", \"asin\": \"B0DYJ9K4PD\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black\", \"asin\": \"B0DPWLJPHD\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration\", \"asin\": \"B0DDCNTDBW\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"SkyTrak+ Golf Launch Monitor and Golf Simulator\", \"asin\": \"B0C7HGQLF7\"}],\n\"search_results\": [{\"title\": \"Golf Rangefinder with Slope \\u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function\", \"asin\": \"B0DYF3P5XG\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBPZSXB\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tour White Golf Balls\", \"asin\": \"B08927FCHT\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf 300 Pro Laser Rangefinder\", \"asin\": \"B01KP195PY\", \"price\": \"$131.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Prior Generation Pro V1 Golf Balls\", \"asin\": \"B0BPF2D5P9\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men\", \"asin\": \"B0BZM7WGXV\", \"price\": \"$11.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66WPYP3\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women\", \"asin\": \"B0D2X9PWLR\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's 10\\\" Classic-Fit Cargo Golf Short (Available in Big & Tall)\", \"asin\": \"B0C4YQZ5SP\", \"price\": \"$23.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement\", \"asin\": \"B0CR5V989D\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient\", \"asin\": \"B0DQTZ5MSD\", \"price\": \"$106.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan\", \"asin\": \"B07PX9YR31\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Microfiber Golf Towel (16\\\" X 16\\\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red\", \"asin\": \"B09B5CTHGB\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil\", \"asin\": \"B0B8PBHGM2\", \"price\": \"$15.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves\", \"asin\": \"B07SLM3HHR\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Pants for Men Lightweight Moisture Wicking Business - 30\\\"/32\\\"/34\\\" Stretch Flat Front Casual Dress Pant for Men\", \"asin\": \"B0DR1MPFW5\", \"price\": \"$43.95\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro\", \"asin\": \"B0DR2RHFZX\", \"price\": \"$108.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\\\" x 39.5\\\"\", \"asin\": \"B08NFCJS1F\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 10 - 11\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow\", \"asin\": \"B015N2NX3A\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\\\"x12\\\" | Golf Gifts for Men/Women for Home Indoor Outdoor\", \"asin\": \"B0CHB2V5WB\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women\", \"asin\": \"B0BZPGD42Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pro V1\", \"asin\": \"B0DPN7QZ9R\", \"price\": \"$54.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Impact Tape Labels \\uff5cSelf-Teaching Sweet Spot and Consistency Analysis \\uff5c Improve Golf Swing Accuracy and Distance \\uff5cChoose Between 150 Pc and 300 Pc\", \"asin\": \"B0BZNTLFCG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Vice Tour Golf Balls\", \"asin\": \"B018ITO9WY\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner\", \"asin\": \"B09957FQNJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Tour Response Stripe\", \"asin\": \"B0CP9S6J4L\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)\", \"asin\": \"B09KNWW38P\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf\", \"asin\": \"B0BWTW5DX2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1\", \"asin\": \"B0BVFP6KXC\", \"price\": \"$98.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vice Pro Plus Golf Balls\", \"asin\": \"B096T2R7QW\", \"price\": \"$35.17\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's 3 Pack Golf Web Belt\", \"asin\": \"B004NRNOG8\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Training Aid - Swing Correcting Arm Band\", \"asin\": \"B089LSGXBR\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TruFeel Golf Balls (One Dozen)\", \"asin\": \"B0CPKXFZ5P\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)\", \"asin\": \"B0CF9THQDK\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02\", \"asin\": \"B08X1LD93B\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's Tech Golf Polo\", \"asin\": \"B01GH5KPU6\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Prior Generation Pro V1x Golf Balls\", \"asin\": \"B0BPDZKBDR\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6KDX8Y\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CaddyLite EZ Fold Version 8 Golf Push Cart \\u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage\", \"asin\": \"B07DTBSFGB\", \"price\": \"$154.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts\", \"asin\": \"B09PZZ1QRM\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks\", \"asin\": \"B0CXQ3F8F1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Supersoft Golf Balls\", \"asin\": \"B0DHT5HQSK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Men\\u2019s Strata Complete Set\", \"asin\": \"B0B9P35NLH\", \"price\": \"$245.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool\", \"asin\": \"B09L74FZTY\", \"price\": \"$6.79\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration\", \"asin\": \"B07PV6NJFH\", \"price\": \"$79.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's WeatherSof 2-Pack Golf Glove\", \"asin\": \"B0CCK9CRGX\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Weather Spann Glove\", \"asin\": \"B0BKP8K23B\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black\", \"asin\": \"B0C781C9D2\", \"price\": \"$58.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband\", \"asin\": \"B0DTHRPDN6\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter\", \"asin\": \"B08FVJJWMM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach\\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\\\" Built-in Color Touchscreen Display\", \"asin\": \"B0DM6NYRYN\", \"price\": \"$4,999.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only\", \"asin\": \"B07T91KFMP\", \"price\": \"$249.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:01.249Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf\"}],\n\"cart_items\": [{\"asin\": \"B09Z3TPGRZ\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women\", \"asin\": \"B08DCQ6JVC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration\", \"asin\": \"B0BJMCQXDY\", \"price\": \"$239.98\", \"quantity\": \"\"},\n{\"title\": \"Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\\u2019s Day Gift for Golf Lover - Cool Golf Accessories\", \"asin\": \"B0C1F84XKC\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBH4VPF\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers\", \"asin\": \"B0DYJ9K4PD\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black\", \"asin\": \"B0DPWLJPHD\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration\", \"asin\": \"B0DDCNTDBW\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"SkyTrak+ Golf Launch Monitor and Golf Simulator\", \"asin\": \"B0C7HGQLF7\"}],\n\"search_results\": [{\"title\": \"Golf Rangefinder with Slope \\u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function\", \"asin\": \"B0DYF3P5XG\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBPZSXB\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tour White Golf Balls\", \"asin\": \"B08927FCHT\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf 300 Pro Laser Rangefinder\", \"asin\": \"B01KP195PY\", \"price\": \"$131.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Prior Generation Pro V1 Golf Balls\", \"asin\": \"B0BPF2D5P9\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men\", \"asin\": \"B0BZM7WGXV\", \"price\": \"$11.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66WPYP3\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women\", \"asin\": \"B0D2X9PWLR\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's 10\\\" Classic-Fit Cargo Golf Short (Available in Big & Tall)\", \"asin\": \"B0C4YQZ5SP\", \"price\": \"$23.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement\", \"asin\": \"B0CR5V989D\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient\", \"asin\": \"B0DQTZ5MSD\", \"price\": \"$106.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan\", \"asin\": \"B07PX9YR31\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Microfiber Golf Towel (16\\\" X 16\\\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red\", \"asin\": \"B09B5CTHGB\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil\", \"asin\": \"B0B8PBHGM2\", \"price\": \"$15.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves\", \"asin\": \"B07SLM3HHR\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Pants for Men Lightweight Moisture Wicking Business - 30\\\"/32\\\"/34\\\" Stretch Flat Front Casual Dress Pant for Men\", \"asin\": \"B0DR1MPFW5\", \"price\": \"$43.95\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro\", \"asin\": \"B0DR2RHFZX\", \"price\": \"$108.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\\\" x 39.5\\\"\", \"asin\": \"B08NFCJS1F\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 10 - 11\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow\", \"asin\": \"B015N2NX3A\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\\\"x12\\\" | Golf Gifts for Men/Women for Home Indoor Outdoor\", \"asin\": \"B0CHB2V5WB\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women\", \"asin\": \"B0BZPGD42Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pro V1\", \"asin\": \"B0DPN7QZ9R\", \"price\": \"$54.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Impact Tape Labels \\uff5cSelf-Teaching Sweet Spot and Consistency Analysis \\uff5c Improve Golf Swing Accuracy and Distance \\uff5cChoose Between 150 Pc and 300 Pc\", \"asin\": \"B0BZNTLFCG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Vice Tour Golf Balls\", \"asin\": \"B018ITO9WY\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner\", \"asin\": \"B09957FQNJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Tour Response Stripe\", \"asin\": \"B0CP9S6J4L\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)\", \"asin\": \"B09KNWW38P\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf\", \"asin\": \"B0BWTW5DX2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1\", \"asin\": \"B0BVFP6KXC\", \"price\": \"$98.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vice Pro Plus Golf Balls\", \"asin\": \"B096T2R7QW\", \"price\": \"$35.17\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's 3 Pack Golf Web Belt\", \"asin\": \"B004NRNOG8\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Training Aid - Swing Correcting Arm Band\", \"asin\": \"B089LSGXBR\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TruFeel Golf Balls (One Dozen)\", \"asin\": \"B0CPKXFZ5P\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)\", \"asin\": \"B0CF9THQDK\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02\", \"asin\": \"B08X1LD93B\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's Tech Golf Polo\", \"asin\": \"B01GH5KPU6\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Prior Generation Pro V1x Golf Balls\", \"asin\": \"B0BPDZKBDR\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6KDX8Y\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CaddyLite EZ Fold Version 8 Golf Push Cart \\u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage\", \"asin\": \"B07DTBSFGB\", \"price\": \"$154.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts\", \"asin\": \"B09PZZ1QRM\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks\", \"asin\": \"B0CXQ3F8F1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Supersoft Golf Balls\", \"asin\": \"B0DHT5HQSK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Men\\u2019s Strata Complete Set\", \"asin\": \"B0B9P35NLH\", \"price\": \"$245.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool\", \"asin\": \"B09L74FZTY\", \"price\": \"$6.79\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration\", \"asin\": \"B07PV6NJFH\", \"price\": \"$79.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's WeatherSof 2-Pack Golf Glove\", \"asin\": \"B0CCK9CRGX\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Weather Spann Glove\", \"asin\": \"B0BKP8K23B\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black\", \"asin\": \"B0C781C9D2\", \"price\": \"$58.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband\", \"asin\": \"B0DTHRPDN6\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter\", \"asin\": \"B08FVJJWMM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach\\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\\\" Built-in Color Touchscreen Display\", \"asin\": \"B0DM6NYRYN\", \"price\": \"$4,999.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only\", \"asin\": \"B07T91KFMP\", \"price\": \"$249.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:06.445Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:28:06.445Z
|
click
|
search
|
rule
|
train
| 2,640 |
2025-04-06T23:28:06.445Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "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": "golf"}],
"cart_items": [{"asin": "B09Z3TPGRZ"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "quantity": ""},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "quantity": ""},
{"title": "Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women", "asin": "B08DCQ6JVC", "price": "$19.99", "quantity": ""},
{"title": "Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration", "asin": "B0BJMCQXDY", "price": "$239.98", "quantity": ""},
{"title": "Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\u2019s Day Gift for Golf Lover - Cool Golf Accessories", "asin": "B0C1F84XKC", "price": "$29.95", "quantity": ""},
{"title": "Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand", "asin": "B08VBH4VPF", "price": "$199.00", "quantity": ""},
{"title": "Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "quantity": ""},
{"title": "Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers", "asin": "B0DYJ9K4PD", "price": "$62.99", "quantity": ""},
{"title": "Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black", "asin": "B0DPWLJPHD", "price": "$99.95", "quantity": ""},
{"title": "Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe", "asin": "B0DBQKB449", "price": "$89.99", "quantity": ""},
{"title": "Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration", "asin": "B0DDCNTDBW", "price": "$72.99", "quantity": ""},
{"title": "M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men", "asin": "B0DPQ65S5R", "price": "$32.95", "quantity": ""}],
"ads": [{"title": "SkyTrak+ Golf Launch Monitor and Golf Simulator", "asin": "B0C7HGQLF7"}],
"search_results": [{"title": "Golf Rangefinder with Slope \u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function", "asin": "B0DYF3P5XG", "price": "$169.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men", "asin": "B0DPQ65S5R", "price": "$32.95", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand", "asin": "B08VBPZSXB", "price": "$199.00", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon."},
{"title": "Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder", "asin": "B09GLP62SS", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Tour White Golf Balls", "asin": "B08927FCHT", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf 300 Pro Laser Rangefinder", "asin": "B01KP195PY", "price": "$131.84", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Prior Generation Pro V1 Golf Balls", "asin": "B0BPF2D5P9", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men", "asin": "B0BZM7WGXV", "price": "$11.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Men's S2G Spikeless 24 Golf Shoe", "asin": "B0C66WPYP3", "price": "$33.43", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder", "asin": "B09GLP62SS", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women", "asin": "B0D2X9PWLR", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's 10\" Classic-Fit Cargo Golf Short (Available in Big & Tall)", "asin": "B0C4YQZ5SP", "price": "$23.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement", "asin": "B0CR5V989D", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient", "asin": "B0DQTZ5MSD", "price": "$106.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan", "asin": "B07PX9YR31", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Microfiber Golf Towel (16\" X 16\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red", "asin": "B09B5CTHGB", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil", "asin": "B0B8PBHGM2", "price": "$15.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves", "asin": "B07SLM3HHR", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Distance+ Golf Balls", "asin": "B08QSL9XQW", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Pants for Men Lightweight Moisture Wicking Business - 30\"/32\"/34\" Stretch Flat Front Casual Dress Pant for Men", "asin": "B0DR1MPFW5", "price": "$43.95", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro", "asin": "B0DR2RHFZX", "price": "$108.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\" x 39.5\"", "asin": "B08NFCJS1F", "price": "$149.99", "delivery": "FREE delivery Apr 10 - 11"},
{"title": "Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\uff0cGifts for Men Dad Him and Golfer", "asin": "B0DFYFM5G8", "price": "$62.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow", "asin": "B015N2NX3A", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\"x12\" | Golf Gifts for Men/Women for Home Indoor Outdoor", "asin": "B0CHB2V5WB", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women", "asin": "B0BZPGD42Y", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pro V1", "asin": "B0DPN7QZ9R", "price": "$54.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Impact Tape Labels \uff5cSelf-Teaching Sweet Spot and Consistency Analysis \uff5c Improve Golf Swing Accuracy and Distance \uff5cChoose Between 150 Pc and 300 Pc", "asin": "B0BZNTLFCG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Vice Tour Golf Balls", "asin": "B018ITO9WY", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner", "asin": "B09957FQNJ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Tour Response Stripe", "asin": "B0CP9S6J4L", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)", "asin": "B09KNWW38P", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf", "asin": "B0BWTW5DX2", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1", "asin": "B0BVFP6KXC", "price": "$98.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Vice Pro Plus Golf Balls", "asin": "B096T2R7QW", "price": "$35.17", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Men's 3 Pack Golf Web Belt", "asin": "B004NRNOG8", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Training Aid - Swing Correcting Arm Band", "asin": "B089LSGXBR", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TruFeel Golf Balls (One Dozen)", "asin": "B0CPKXFZ5P", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)", "asin": "B0CF9THQDK", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02", "asin": "B08X1LD93B", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's Tech Golf Polo", "asin": "B01GH5KPU6", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Prior Generation Pro V1x Golf Balls", "asin": "B0BPDZKBDR", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Q-Star Tour Divide Golf Balls (Prior Generation)", "asin": "B08R6KDX8Y", "price": "$26.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "CaddyLite EZ Fold Version 8 Golf Push Cart \u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage", "asin": "B07DTBSFGB", "price": "$154.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts", "asin": "B09PZZ1QRM", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks", "asin": "B0CXQ3F8F1", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Supersoft Golf Balls", "asin": "B0DHT5HQSK", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Men\u2019s Strata Complete Set", "asin": "B0B9P35NLH", "price": "$245.40", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool", "asin": "B09L74FZTY", "price": "$6.79", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration", "asin": "B07PV6NJFH", "price": "$79.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's WeatherSof 2-Pack Golf Glove", "asin": "B0CCK9CRGX", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Weather Spann Glove", "asin": "B0BKP8K23B", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black", "asin": "B0C781C9D2", "price": "$58.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees", "asin": "B09LHHLZRF", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband", "asin": "B0DTHRPDN6", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter", "asin": "B08FVJJWMM", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Approach\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\" Built-in Color Touchscreen Display", "asin": "B0DM6NYRYN", "price": "$4,999.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only", "asin": "B07T91KFMP", "price": "$249.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:28:06.445Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:28:06.445Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:28:06.445Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2640,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf\"}],\n\"cart_items\": [{\"asin\": \"B09Z3TPGRZ\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women\", \"asin\": \"B08DCQ6JVC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration\", \"asin\": \"B0BJMCQXDY\", \"price\": \"$239.98\", \"quantity\": \"\"},\n{\"title\": \"Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\\u2019s Day Gift for Golf Lover - Cool Golf Accessories\", \"asin\": \"B0C1F84XKC\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBH4VPF\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers\", \"asin\": \"B0DYJ9K4PD\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black\", \"asin\": \"B0DPWLJPHD\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration\", \"asin\": \"B0DDCNTDBW\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"SkyTrak+ Golf Launch Monitor and Golf Simulator\", \"asin\": \"B0C7HGQLF7\"}],\n\"search_results\": [{\"title\": \"Golf Rangefinder with Slope \\u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function\", \"asin\": \"B0DYF3P5XG\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBPZSXB\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tour White Golf Balls\", \"asin\": \"B08927FCHT\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf 300 Pro Laser Rangefinder\", \"asin\": \"B01KP195PY\", \"price\": \"$131.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Prior Generation Pro V1 Golf Balls\", \"asin\": \"B0BPF2D5P9\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men\", \"asin\": \"B0BZM7WGXV\", \"price\": \"$11.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66WPYP3\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women\", \"asin\": \"B0D2X9PWLR\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's 10\\\" Classic-Fit Cargo Golf Short (Available in Big & Tall)\", \"asin\": \"B0C4YQZ5SP\", \"price\": \"$23.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement\", \"asin\": \"B0CR5V989D\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient\", \"asin\": \"B0DQTZ5MSD\", \"price\": \"$106.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan\", \"asin\": \"B07PX9YR31\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Microfiber Golf Towel (16\\\" X 16\\\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red\", \"asin\": \"B09B5CTHGB\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil\", \"asin\": \"B0B8PBHGM2\", \"price\": \"$15.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves\", \"asin\": \"B07SLM3HHR\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Pants for Men Lightweight Moisture Wicking Business - 30\\\"/32\\\"/34\\\" Stretch Flat Front Casual Dress Pant for Men\", \"asin\": \"B0DR1MPFW5\", \"price\": \"$43.95\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro\", \"asin\": \"B0DR2RHFZX\", \"price\": \"$108.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\\\" x 39.5\\\"\", \"asin\": \"B08NFCJS1F\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 10 - 11\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow\", \"asin\": \"B015N2NX3A\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\\\"x12\\\" | Golf Gifts for Men/Women for Home Indoor Outdoor\", \"asin\": \"B0CHB2V5WB\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women\", \"asin\": \"B0BZPGD42Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pro V1\", \"asin\": \"B0DPN7QZ9R\", \"price\": \"$54.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Impact Tape Labels \\uff5cSelf-Teaching Sweet Spot and Consistency Analysis \\uff5c Improve Golf Swing Accuracy and Distance \\uff5cChoose Between 150 Pc and 300 Pc\", \"asin\": \"B0BZNTLFCG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Vice Tour Golf Balls\", \"asin\": \"B018ITO9WY\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner\", \"asin\": \"B09957FQNJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Tour Response Stripe\", \"asin\": \"B0CP9S6J4L\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)\", \"asin\": \"B09KNWW38P\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf\", \"asin\": \"B0BWTW5DX2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1\", \"asin\": \"B0BVFP6KXC\", \"price\": \"$98.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vice Pro Plus Golf Balls\", \"asin\": \"B096T2R7QW\", \"price\": \"$35.17\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's 3 Pack Golf Web Belt\", \"asin\": \"B004NRNOG8\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Training Aid - Swing Correcting Arm Band\", \"asin\": \"B089LSGXBR\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TruFeel Golf Balls (One Dozen)\", \"asin\": \"B0CPKXFZ5P\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)\", \"asin\": \"B0CF9THQDK\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02\", \"asin\": \"B08X1LD93B\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's Tech Golf Polo\", \"asin\": \"B01GH5KPU6\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Prior Generation Pro V1x Golf Balls\", \"asin\": \"B0BPDZKBDR\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6KDX8Y\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CaddyLite EZ Fold Version 8 Golf Push Cart \\u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage\", \"asin\": \"B07DTBSFGB\", \"price\": \"$154.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts\", \"asin\": \"B09PZZ1QRM\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks\", \"asin\": \"B0CXQ3F8F1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Supersoft Golf Balls\", \"asin\": \"B0DHT5HQSK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Men\\u2019s Strata Complete Set\", \"asin\": \"B0B9P35NLH\", \"price\": \"$245.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool\", \"asin\": \"B09L74FZTY\", \"price\": \"$6.79\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration\", \"asin\": \"B07PV6NJFH\", \"price\": \"$79.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's WeatherSof 2-Pack Golf Glove\", \"asin\": \"B0CCK9CRGX\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Weather Spann Glove\", \"asin\": \"B0BKP8K23B\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black\", \"asin\": \"B0C781C9D2\", \"price\": \"$58.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband\", \"asin\": \"B0DTHRPDN6\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter\", \"asin\": \"B08FVJJWMM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach\\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\\\" Built-in Color Touchscreen Display\", \"asin\": \"B0DM6NYRYN\", \"price\": \"$4,999.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only\", \"asin\": \"B07T91KFMP\", \"price\": \"$249.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:06.445Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf\"}],\n\"cart_items\": [{\"asin\": \"B09Z3TPGRZ\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women\", \"asin\": \"B08DCQ6JVC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration\", \"asin\": \"B0BJMCQXDY\", \"price\": \"$239.98\", \"quantity\": \"\"},\n{\"title\": \"Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\\u2019s Day Gift for Golf Lover - Cool Golf Accessories\", \"asin\": \"B0C1F84XKC\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBH4VPF\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers\", \"asin\": \"B0DYJ9K4PD\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black\", \"asin\": \"B0DPWLJPHD\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration\", \"asin\": \"B0DDCNTDBW\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"SkyTrak+ Golf Launch Monitor and Golf Simulator\", \"asin\": \"B0C7HGQLF7\"}],\n\"search_results\": [{\"title\": \"Golf Rangefinder with Slope \\u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function\", \"asin\": \"B0DYF3P5XG\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBPZSXB\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tour White Golf Balls\", \"asin\": \"B08927FCHT\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf 300 Pro Laser Rangefinder\", \"asin\": \"B01KP195PY\", \"price\": \"$131.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Prior Generation Pro V1 Golf Balls\", \"asin\": \"B0BPF2D5P9\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men\", \"asin\": \"B0BZM7WGXV\", \"price\": \"$11.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66WPYP3\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women\", \"asin\": \"B0D2X9PWLR\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's 10\\\" Classic-Fit Cargo Golf Short (Available in Big & Tall)\", \"asin\": \"B0C4YQZ5SP\", \"price\": \"$23.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement\", \"asin\": \"B0CR5V989D\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient\", \"asin\": \"B0DQTZ5MSD\", \"price\": \"$106.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan\", \"asin\": \"B07PX9YR31\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Microfiber Golf Towel (16\\\" X 16\\\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red\", \"asin\": \"B09B5CTHGB\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil\", \"asin\": \"B0B8PBHGM2\", \"price\": \"$15.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves\", \"asin\": \"B07SLM3HHR\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Pants for Men Lightweight Moisture Wicking Business - 30\\\"/32\\\"/34\\\" Stretch Flat Front Casual Dress Pant for Men\", \"asin\": \"B0DR1MPFW5\", \"price\": \"$43.95\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro\", \"asin\": \"B0DR2RHFZX\", \"price\": \"$108.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\\\" x 39.5\\\"\", \"asin\": \"B08NFCJS1F\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 10 - 11\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow\", \"asin\": \"B015N2NX3A\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\\\"x12\\\" | Golf Gifts for Men/Women for Home Indoor Outdoor\", \"asin\": \"B0CHB2V5WB\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women\", \"asin\": \"B0BZPGD42Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pro V1\", \"asin\": \"B0DPN7QZ9R\", \"price\": \"$54.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Impact Tape Labels \\uff5cSelf-Teaching Sweet Spot and Consistency Analysis \\uff5c Improve Golf Swing Accuracy and Distance \\uff5cChoose Between 150 Pc and 300 Pc\", \"asin\": \"B0BZNTLFCG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Vice Tour Golf Balls\", \"asin\": \"B018ITO9WY\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner\", \"asin\": \"B09957FQNJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Tour Response Stripe\", \"asin\": \"B0CP9S6J4L\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)\", \"asin\": \"B09KNWW38P\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf\", \"asin\": \"B0BWTW5DX2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1\", \"asin\": \"B0BVFP6KXC\", \"price\": \"$98.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vice Pro Plus Golf Balls\", \"asin\": \"B096T2R7QW\", \"price\": \"$35.17\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's 3 Pack Golf Web Belt\", \"asin\": \"B004NRNOG8\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Training Aid - Swing Correcting Arm Band\", \"asin\": \"B089LSGXBR\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TruFeel Golf Balls (One Dozen)\", \"asin\": \"B0CPKXFZ5P\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)\", \"asin\": \"B0CF9THQDK\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02\", \"asin\": \"B08X1LD93B\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's Tech Golf Polo\", \"asin\": \"B01GH5KPU6\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Prior Generation Pro V1x Golf Balls\", \"asin\": \"B0BPDZKBDR\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6KDX8Y\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CaddyLite EZ Fold Version 8 Golf Push Cart \\u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage\", \"asin\": \"B07DTBSFGB\", \"price\": \"$154.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts\", \"asin\": \"B09PZZ1QRM\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks\", \"asin\": \"B0CXQ3F8F1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Supersoft Golf Balls\", \"asin\": \"B0DHT5HQSK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Men\\u2019s Strata Complete Set\", \"asin\": \"B0B9P35NLH\", \"price\": \"$245.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool\", \"asin\": \"B09L74FZTY\", \"price\": \"$6.79\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration\", \"asin\": \"B07PV6NJFH\", \"price\": \"$79.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's WeatherSof 2-Pack Golf Glove\", \"asin\": \"B0CCK9CRGX\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Weather Spann Glove\", \"asin\": \"B0BKP8K23B\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black\", \"asin\": \"B0C781C9D2\", \"price\": \"$58.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband\", \"asin\": \"B0DTHRPDN6\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter\", \"asin\": \"B08FVJJWMM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach\\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\\\" Built-in Color Touchscreen Display\", \"asin\": \"B0DM6NYRYN\", \"price\": \"$4,999.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only\", \"asin\": \"B07T91KFMP\", \"price\": \"$249.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:06.616Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:28:06.616Z
|
click
|
search
|
rule
|
train
| 2,641 |
2025-04-06T23:28:06.616Z
|
click
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search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf"}],
"cart_items": [{"asin": "B09Z3TPGRZ"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "quantity": ""},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "quantity": ""},
{"title": "Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women", "asin": "B08DCQ6JVC", "price": "$19.99", "quantity": ""},
{"title": "Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration", "asin": "B0BJMCQXDY", "price": "$239.98", "quantity": ""},
{"title": "Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\u2019s Day Gift for Golf Lover - Cool Golf Accessories", "asin": "B0C1F84XKC", "price": "$29.95", "quantity": ""},
{"title": "Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand", "asin": "B08VBH4VPF", "price": "$199.00", "quantity": ""},
{"title": "Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "quantity": ""},
{"title": "Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers", "asin": "B0DYJ9K4PD", "price": "$62.99", "quantity": ""},
{"title": "Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black", "asin": "B0DPWLJPHD", "price": "$99.95", "quantity": ""},
{"title": "Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe", "asin": "B0DBQKB449", "price": "$89.99", "quantity": ""},
{"title": "Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration", "asin": "B0DDCNTDBW", "price": "$72.99", "quantity": ""},
{"title": "M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men", "asin": "B0DPQ65S5R", "price": "$32.95", "quantity": ""}],
"ads": [{"title": "SkyTrak+ Golf Launch Monitor and Golf Simulator", "asin": "B0C7HGQLF7"}],
"search_results": [{"title": "Golf Rangefinder with Slope \u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function", "asin": "B0DYF3P5XG", "price": "$169.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men", "asin": "B0DPQ65S5R", "price": "$32.95", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand", "asin": "B08VBPZSXB", "price": "$199.00", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon."},
{"title": "Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder", "asin": "B09GLP62SS", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Tour White Golf Balls", "asin": "B08927FCHT", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf 300 Pro Laser Rangefinder", "asin": "B01KP195PY", "price": "$131.84", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Prior Generation Pro V1 Golf Balls", "asin": "B0BPF2D5P9", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men", "asin": "B0BZM7WGXV", "price": "$11.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Men's S2G Spikeless 24 Golf Shoe", "asin": "B0C66WPYP3", "price": "$33.43", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder", "asin": "B09GLP62SS", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women", "asin": "B0D2X9PWLR", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's 10\" Classic-Fit Cargo Golf Short (Available in Big & Tall)", "asin": "B0C4YQZ5SP", "price": "$23.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement", "asin": "B0CR5V989D", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient", "asin": "B0DQTZ5MSD", "price": "$106.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan", "asin": "B07PX9YR31", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Microfiber Golf Towel (16\" X 16\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red", "asin": "B09B5CTHGB", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil", "asin": "B0B8PBHGM2", "price": "$15.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves", "asin": "B07SLM3HHR", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Distance+ Golf Balls", "asin": "B08QSL9XQW", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Pants for Men Lightweight Moisture Wicking Business - 30\"/32\"/34\" Stretch Flat Front Casual Dress Pant for Men", "asin": "B0DR1MPFW5", "price": "$43.95", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro", "asin": "B0DR2RHFZX", "price": "$108.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\" x 39.5\"", "asin": "B08NFCJS1F", "price": "$149.99", "delivery": "FREE delivery Apr 10 - 11"},
{"title": "Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\uff0cGifts for Men Dad Him and Golfer", "asin": "B0DFYFM5G8", "price": "$62.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow", "asin": "B015N2NX3A", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\"x12\" | Golf Gifts for Men/Women for Home Indoor Outdoor", "asin": "B0CHB2V5WB", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women", "asin": "B0BZPGD42Y", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pro V1", "asin": "B0DPN7QZ9R", "price": "$54.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Impact Tape Labels \uff5cSelf-Teaching Sweet Spot and Consistency Analysis \uff5c Improve Golf Swing Accuracy and Distance \uff5cChoose Between 150 Pc and 300 Pc", "asin": "B0BZNTLFCG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Vice Tour Golf Balls", "asin": "B018ITO9WY", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner", "asin": "B09957FQNJ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Tour Response Stripe", "asin": "B0CP9S6J4L", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)", "asin": "B09KNWW38P", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf", "asin": "B0BWTW5DX2", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1", "asin": "B0BVFP6KXC", "price": "$98.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Vice Pro Plus Golf Balls", "asin": "B096T2R7QW", "price": "$35.17", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Men's 3 Pack Golf Web Belt", "asin": "B004NRNOG8", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Training Aid - Swing Correcting Arm Band", "asin": "B089LSGXBR", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TruFeel Golf Balls (One Dozen)", "asin": "B0CPKXFZ5P", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)", "asin": "B0CF9THQDK", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02", "asin": "B08X1LD93B", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's Tech Golf Polo", "asin": "B01GH5KPU6", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Prior Generation Pro V1x Golf Balls", "asin": "B0BPDZKBDR", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Q-Star Tour Divide Golf Balls (Prior Generation)", "asin": "B08R6KDX8Y", "price": "$26.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "CaddyLite EZ Fold Version 8 Golf Push Cart \u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage", "asin": "B07DTBSFGB", "price": "$154.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts", "asin": "B09PZZ1QRM", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks", "asin": "B0CXQ3F8F1", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Supersoft Golf Balls", "asin": "B0DHT5HQSK", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Men\u2019s Strata Complete Set", "asin": "B0B9P35NLH", "price": "$245.40", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool", "asin": "B09L74FZTY", "price": "$6.79", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration", "asin": "B07PV6NJFH", "price": "$79.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's WeatherSof 2-Pack Golf Glove", "asin": "B0CCK9CRGX", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Weather Spann Glove", "asin": "B0BKP8K23B", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black", "asin": "B0C781C9D2", "price": "$58.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees", "asin": "B09LHHLZRF", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband", "asin": "B0DTHRPDN6", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter", "asin": "B08FVJJWMM", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Approach\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\" Built-in Color Touchscreen Display", "asin": "B0DM6NYRYN", "price": "$4,999.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only", "asin": "B07T91KFMP", "price": "$249.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:28:06.616Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:28:06.616Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:28:06.616Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2641,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf\"}],\n\"cart_items\": [{\"asin\": \"B09Z3TPGRZ\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women\", \"asin\": \"B08DCQ6JVC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration\", \"asin\": \"B0BJMCQXDY\", \"price\": \"$239.98\", \"quantity\": \"\"},\n{\"title\": \"Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\\u2019s Day Gift for Golf Lover - Cool Golf Accessories\", \"asin\": \"B0C1F84XKC\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBH4VPF\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers\", \"asin\": \"B0DYJ9K4PD\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black\", \"asin\": \"B0DPWLJPHD\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration\", \"asin\": \"B0DDCNTDBW\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"SkyTrak+ Golf Launch Monitor and Golf Simulator\", \"asin\": \"B0C7HGQLF7\"}],\n\"search_results\": [{\"title\": \"Golf Rangefinder with Slope \\u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function\", \"asin\": \"B0DYF3P5XG\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBPZSXB\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tour White Golf Balls\", \"asin\": \"B08927FCHT\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf 300 Pro Laser Rangefinder\", \"asin\": \"B01KP195PY\", \"price\": \"$131.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Prior Generation Pro V1 Golf Balls\", \"asin\": \"B0BPF2D5P9\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men\", \"asin\": \"B0BZM7WGXV\", \"price\": \"$11.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66WPYP3\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women\", \"asin\": \"B0D2X9PWLR\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's 10\\\" Classic-Fit Cargo Golf Short (Available in Big & Tall)\", \"asin\": \"B0C4YQZ5SP\", \"price\": \"$23.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement\", \"asin\": \"B0CR5V989D\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient\", \"asin\": \"B0DQTZ5MSD\", \"price\": \"$106.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan\", \"asin\": \"B07PX9YR31\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Microfiber Golf Towel (16\\\" X 16\\\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red\", \"asin\": \"B09B5CTHGB\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil\", \"asin\": \"B0B8PBHGM2\", \"price\": \"$15.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves\", \"asin\": \"B07SLM3HHR\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Pants for Men Lightweight Moisture Wicking Business - 30\\\"/32\\\"/34\\\" Stretch Flat Front Casual Dress Pant for Men\", \"asin\": \"B0DR1MPFW5\", \"price\": \"$43.95\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro\", \"asin\": \"B0DR2RHFZX\", \"price\": \"$108.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\\\" x 39.5\\\"\", \"asin\": \"B08NFCJS1F\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 10 - 11\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow\", \"asin\": \"B015N2NX3A\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\\\"x12\\\" | Golf Gifts for Men/Women for Home Indoor Outdoor\", \"asin\": \"B0CHB2V5WB\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women\", \"asin\": \"B0BZPGD42Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pro V1\", \"asin\": \"B0DPN7QZ9R\", \"price\": \"$54.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Impact Tape Labels \\uff5cSelf-Teaching Sweet Spot and Consistency Analysis \\uff5c Improve Golf Swing Accuracy and Distance \\uff5cChoose Between 150 Pc and 300 Pc\", \"asin\": \"B0BZNTLFCG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Vice Tour Golf Balls\", \"asin\": \"B018ITO9WY\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner\", \"asin\": \"B09957FQNJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Tour Response Stripe\", \"asin\": \"B0CP9S6J4L\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)\", \"asin\": \"B09KNWW38P\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf\", \"asin\": \"B0BWTW5DX2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1\", \"asin\": \"B0BVFP6KXC\", \"price\": \"$98.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vice Pro Plus Golf Balls\", \"asin\": \"B096T2R7QW\", \"price\": \"$35.17\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's 3 Pack Golf Web Belt\", \"asin\": \"B004NRNOG8\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Training Aid - Swing Correcting Arm Band\", \"asin\": \"B089LSGXBR\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TruFeel Golf Balls (One Dozen)\", \"asin\": \"B0CPKXFZ5P\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)\", \"asin\": \"B0CF9THQDK\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02\", \"asin\": \"B08X1LD93B\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's Tech Golf Polo\", \"asin\": \"B01GH5KPU6\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Prior Generation Pro V1x Golf Balls\", \"asin\": \"B0BPDZKBDR\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6KDX8Y\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CaddyLite EZ Fold Version 8 Golf Push Cart \\u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage\", \"asin\": \"B07DTBSFGB\", \"price\": \"$154.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts\", \"asin\": \"B09PZZ1QRM\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks\", \"asin\": \"B0CXQ3F8F1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Supersoft Golf Balls\", \"asin\": \"B0DHT5HQSK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Men\\u2019s Strata Complete Set\", \"asin\": \"B0B9P35NLH\", \"price\": \"$245.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool\", \"asin\": \"B09L74FZTY\", \"price\": \"$6.79\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration\", \"asin\": \"B07PV6NJFH\", \"price\": \"$79.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's WeatherSof 2-Pack Golf Glove\", \"asin\": \"B0CCK9CRGX\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Weather Spann Glove\", \"asin\": \"B0BKP8K23B\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black\", \"asin\": \"B0C781C9D2\", \"price\": \"$58.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband\", \"asin\": \"B0DTHRPDN6\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter\", \"asin\": \"B08FVJJWMM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach\\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\\\" Built-in Color Touchscreen Display\", \"asin\": \"B0DM6NYRYN\", \"price\": \"$4,999.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only\", \"asin\": \"B07T91KFMP\", \"price\": \"$249.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:06.616Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf\"}],\n\"cart_items\": [{\"asin\": \"B09Z3TPGRZ\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women\", \"asin\": \"B08DCQ6JVC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration\", \"asin\": \"B0BJMCQXDY\", \"price\": \"$239.98\", \"quantity\": \"\"},\n{\"title\": \"Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\\u2019s Day Gift for Golf Lover - Cool Golf Accessories\", \"asin\": \"B0C1F84XKC\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBH4VPF\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers\", \"asin\": \"B0DYJ9K4PD\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black\", \"asin\": \"B0DPWLJPHD\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration\", \"asin\": \"B0DDCNTDBW\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"SkyTrak+ Golf Launch Monitor and Golf Simulator\", \"asin\": \"B0C7HGQLF7\"}],\n\"search_results\": [{\"title\": \"Golf Rangefinder with Slope \\u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function\", \"asin\": \"B0DYF3P5XG\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBPZSXB\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tour White Golf Balls\", \"asin\": \"B08927FCHT\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf 300 Pro Laser Rangefinder\", \"asin\": \"B01KP195PY\", \"price\": \"$131.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Prior Generation Pro V1 Golf Balls\", \"asin\": \"B0BPF2D5P9\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men\", \"asin\": \"B0BZM7WGXV\", \"price\": \"$11.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66WPYP3\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women\", \"asin\": \"B0D2X9PWLR\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's 10\\\" Classic-Fit Cargo Golf Short (Available in Big & Tall)\", \"asin\": \"B0C4YQZ5SP\", \"price\": \"$23.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement\", \"asin\": \"B0CR5V989D\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient\", \"asin\": \"B0DQTZ5MSD\", \"price\": \"$106.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan\", \"asin\": \"B07PX9YR31\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Microfiber Golf Towel (16\\\" X 16\\\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red\", \"asin\": \"B09B5CTHGB\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil\", \"asin\": \"B0B8PBHGM2\", \"price\": \"$15.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves\", \"asin\": \"B07SLM3HHR\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Pants for Men Lightweight Moisture Wicking Business - 30\\\"/32\\\"/34\\\" Stretch Flat Front Casual Dress Pant for Men\", \"asin\": \"B0DR1MPFW5\", \"price\": \"$43.95\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro\", \"asin\": \"B0DR2RHFZX\", \"price\": \"$108.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\\\" x 39.5\\\"\", \"asin\": \"B08NFCJS1F\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 10 - 11\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow\", \"asin\": \"B015N2NX3A\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\\\"x12\\\" | Golf Gifts for Men/Women for Home Indoor Outdoor\", \"asin\": \"B0CHB2V5WB\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women\", \"asin\": \"B0BZPGD42Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pro V1\", \"asin\": \"B0DPN7QZ9R\", \"price\": \"$54.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Impact Tape Labels \\uff5cSelf-Teaching Sweet Spot and Consistency Analysis \\uff5c Improve Golf Swing Accuracy and Distance \\uff5cChoose Between 150 Pc and 300 Pc\", \"asin\": \"B0BZNTLFCG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Vice Tour Golf Balls\", \"asin\": \"B018ITO9WY\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner\", \"asin\": \"B09957FQNJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Tour Response Stripe\", \"asin\": \"B0CP9S6J4L\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)\", \"asin\": \"B09KNWW38P\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf\", \"asin\": \"B0BWTW5DX2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1\", \"asin\": \"B0BVFP6KXC\", \"price\": \"$98.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vice Pro Plus Golf Balls\", \"asin\": \"B096T2R7QW\", \"price\": \"$35.17\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's 3 Pack Golf Web Belt\", \"asin\": \"B004NRNOG8\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Training Aid - Swing Correcting Arm Band\", \"asin\": \"B089LSGXBR\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TruFeel Golf Balls (One Dozen)\", \"asin\": \"B0CPKXFZ5P\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)\", \"asin\": \"B0CF9THQDK\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02\", \"asin\": \"B08X1LD93B\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's Tech Golf Polo\", \"asin\": \"B01GH5KPU6\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Prior Generation Pro V1x Golf Balls\", \"asin\": \"B0BPDZKBDR\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6KDX8Y\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CaddyLite EZ Fold Version 8 Golf Push Cart \\u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage\", \"asin\": \"B07DTBSFGB\", \"price\": \"$154.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts\", \"asin\": \"B09PZZ1QRM\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks\", \"asin\": \"B0CXQ3F8F1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Supersoft Golf Balls\", \"asin\": \"B0DHT5HQSK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Men\\u2019s Strata Complete Set\", \"asin\": \"B0B9P35NLH\", \"price\": \"$245.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool\", \"asin\": \"B09L74FZTY\", \"price\": \"$6.79\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration\", \"asin\": \"B07PV6NJFH\", \"price\": \"$79.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's WeatherSof 2-Pack Golf Glove\", \"asin\": \"B0CCK9CRGX\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Weather Spann Glove\", \"asin\": \"B0BKP8K23B\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black\", \"asin\": \"B0C781C9D2\", \"price\": \"$58.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband\", \"asin\": \"B0DTHRPDN6\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter\", \"asin\": \"B08FVJJWMM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach\\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\\\" Built-in Color Touchscreen Display\", \"asin\": \"B0DM6NYRYN\", \"price\": \"$4,999.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only\", \"asin\": \"B07T91KFMP\", \"price\": \"$249.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:08.635Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:28:08.635Z
|
click
|
search
|
rule
|
train
| 2,642 |
2025-04-06T23:28:08.635Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf"}],
"cart_items": [{"asin": "B09Z3TPGRZ"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "quantity": ""},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "quantity": ""},
{"title": "Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women", "asin": "B08DCQ6JVC", "price": "$19.99", "quantity": ""},
{"title": "Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration", "asin": "B0BJMCQXDY", "price": "$239.98", "quantity": ""},
{"title": "Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\u2019s Day Gift for Golf Lover - Cool Golf Accessories", "asin": "B0C1F84XKC", "price": "$29.95", "quantity": ""},
{"title": "Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand", "asin": "B08VBH4VPF", "price": "$199.00", "quantity": ""},
{"title": "Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "quantity": ""},
{"title": "Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers", "asin": "B0DYJ9K4PD", "price": "$62.99", "quantity": ""},
{"title": "Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black", "asin": "B0DPWLJPHD", "price": "$99.95", "quantity": ""},
{"title": "Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe", "asin": "B0DBQKB449", "price": "$89.99", "quantity": ""},
{"title": "Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration", "asin": "B0DDCNTDBW", "price": "$72.99", "quantity": ""},
{"title": "M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men", "asin": "B0DPQ65S5R", "price": "$32.95", "quantity": ""}],
"ads": [{"title": "SkyTrak+ Golf Launch Monitor and Golf Simulator", "asin": "B0C7HGQLF7"}],
"search_results": [{"title": "Golf Rangefinder with Slope \u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function", "asin": "B0DYF3P5XG", "price": "$169.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men", "asin": "B0DPQ65S5R", "price": "$32.95", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand", "asin": "B08VBPZSXB", "price": "$199.00", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon."},
{"title": "Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder", "asin": "B09GLP62SS", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Tour White Golf Balls", "asin": "B08927FCHT", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf 300 Pro Laser Rangefinder", "asin": "B01KP195PY", "price": "$131.84", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Prior Generation Pro V1 Golf Balls", "asin": "B0BPF2D5P9", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men", "asin": "B0BZM7WGXV", "price": "$11.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Men's S2G Spikeless 24 Golf Shoe", "asin": "B0C66WPYP3", "price": "$33.43", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder", "asin": "B09GLP62SS", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women", "asin": "B0D2X9PWLR", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's 10\" Classic-Fit Cargo Golf Short (Available in Big & Tall)", "asin": "B0C4YQZ5SP", "price": "$23.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement", "asin": "B0CR5V989D", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient", "asin": "B0DQTZ5MSD", "price": "$106.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan", "asin": "B07PX9YR31", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Microfiber Golf Towel (16\" X 16\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red", "asin": "B09B5CTHGB", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil", "asin": "B0B8PBHGM2", "price": "$15.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves", "asin": "B07SLM3HHR", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Distance+ Golf Balls", "asin": "B08QSL9XQW", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Pants for Men Lightweight Moisture Wicking Business - 30\"/32\"/34\" Stretch Flat Front Casual Dress Pant for Men", "asin": "B0DR1MPFW5", "price": "$43.95", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro", "asin": "B0DR2RHFZX", "price": "$108.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\" x 39.5\"", "asin": "B08NFCJS1F", "price": "$149.99", "delivery": "FREE delivery Apr 10 - 11"},
{"title": "Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\uff0cGifts for Men Dad Him and Golfer", "asin": "B0DFYFM5G8", "price": "$62.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow", "asin": "B015N2NX3A", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\"x12\" | Golf Gifts for Men/Women for Home Indoor Outdoor", "asin": "B0CHB2V5WB", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women", "asin": "B0BZPGD42Y", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pro V1", "asin": "B0DPN7QZ9R", "price": "$54.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Impact Tape Labels \uff5cSelf-Teaching Sweet Spot and Consistency Analysis \uff5c Improve Golf Swing Accuracy and Distance \uff5cChoose Between 150 Pc and 300 Pc", "asin": "B0BZNTLFCG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Vice Tour Golf Balls", "asin": "B018ITO9WY", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner", "asin": "B09957FQNJ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Tour Response Stripe", "asin": "B0CP9S6J4L", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)", "asin": "B09KNWW38P", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf", "asin": "B0BWTW5DX2", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1", "asin": "B0BVFP6KXC", "price": "$98.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Vice Pro Plus Golf Balls", "asin": "B096T2R7QW", "price": "$35.17", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Men's 3 Pack Golf Web Belt", "asin": "B004NRNOG8", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Training Aid - Swing Correcting Arm Band", "asin": "B089LSGXBR", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TruFeel Golf Balls (One Dozen)", "asin": "B0CPKXFZ5P", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)", "asin": "B0CF9THQDK", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02", "asin": "B08X1LD93B", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's Tech Golf Polo", "asin": "B01GH5KPU6", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Prior Generation Pro V1x Golf Balls", "asin": "B0BPDZKBDR", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Q-Star Tour Divide Golf Balls (Prior Generation)", "asin": "B08R6KDX8Y", "price": "$26.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "CaddyLite EZ Fold Version 8 Golf Push Cart \u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage", "asin": "B07DTBSFGB", "price": "$154.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts", "asin": "B09PZZ1QRM", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks", "asin": "B0CXQ3F8F1", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Supersoft Golf Balls", "asin": "B0DHT5HQSK", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Men\u2019s Strata Complete Set", "asin": "B0B9P35NLH", "price": "$245.40", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool", "asin": "B09L74FZTY", "price": "$6.79", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration", "asin": "B07PV6NJFH", "price": "$79.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's WeatherSof 2-Pack Golf Glove", "asin": "B0CCK9CRGX", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Weather Spann Glove", "asin": "B0BKP8K23B", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black", "asin": "B0C781C9D2", "price": "$58.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees", "asin": "B09LHHLZRF", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband", "asin": "B0DTHRPDN6", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter", "asin": "B08FVJJWMM", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Approach\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\" Built-in Color Touchscreen Display", "asin": "B0DM6NYRYN", "price": "$4,999.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only", "asin": "B07T91KFMP", "price": "$249.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:28:08.635Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:28:08.635Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:28:08.635Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2642,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf\"}],\n\"cart_items\": [{\"asin\": \"B09Z3TPGRZ\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women\", \"asin\": \"B08DCQ6JVC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration\", \"asin\": \"B0BJMCQXDY\", \"price\": \"$239.98\", \"quantity\": \"\"},\n{\"title\": \"Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\\u2019s Day Gift for Golf Lover - Cool Golf Accessories\", \"asin\": \"B0C1F84XKC\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBH4VPF\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers\", \"asin\": \"B0DYJ9K4PD\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black\", \"asin\": \"B0DPWLJPHD\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration\", \"asin\": \"B0DDCNTDBW\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"SkyTrak+ Golf Launch Monitor and Golf Simulator\", \"asin\": \"B0C7HGQLF7\"}],\n\"search_results\": [{\"title\": \"Golf Rangefinder with Slope \\u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function\", \"asin\": \"B0DYF3P5XG\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBPZSXB\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tour White Golf Balls\", \"asin\": \"B08927FCHT\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf 300 Pro Laser Rangefinder\", \"asin\": \"B01KP195PY\", \"price\": \"$131.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Prior Generation Pro V1 Golf Balls\", \"asin\": \"B0BPF2D5P9\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men\", \"asin\": \"B0BZM7WGXV\", \"price\": \"$11.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66WPYP3\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women\", \"asin\": \"B0D2X9PWLR\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's 10\\\" Classic-Fit Cargo Golf Short (Available in Big & Tall)\", \"asin\": \"B0C4YQZ5SP\", \"price\": \"$23.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement\", \"asin\": \"B0CR5V989D\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient\", \"asin\": \"B0DQTZ5MSD\", \"price\": \"$106.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan\", \"asin\": \"B07PX9YR31\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Microfiber Golf Towel (16\\\" X 16\\\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red\", \"asin\": \"B09B5CTHGB\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil\", \"asin\": \"B0B8PBHGM2\", \"price\": \"$15.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves\", \"asin\": \"B07SLM3HHR\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Pants for Men Lightweight Moisture Wicking Business - 30\\\"/32\\\"/34\\\" Stretch Flat Front Casual Dress Pant for Men\", \"asin\": \"B0DR1MPFW5\", \"price\": \"$43.95\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro\", \"asin\": \"B0DR2RHFZX\", \"price\": \"$108.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\\\" x 39.5\\\"\", \"asin\": \"B08NFCJS1F\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 10 - 11\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow\", \"asin\": \"B015N2NX3A\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\\\"x12\\\" | Golf Gifts for Men/Women for Home Indoor Outdoor\", \"asin\": \"B0CHB2V5WB\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women\", \"asin\": \"B0BZPGD42Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pro V1\", \"asin\": \"B0DPN7QZ9R\", \"price\": \"$54.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Impact Tape Labels \\uff5cSelf-Teaching Sweet Spot and Consistency Analysis \\uff5c Improve Golf Swing Accuracy and Distance \\uff5cChoose Between 150 Pc and 300 Pc\", \"asin\": \"B0BZNTLFCG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Vice Tour Golf Balls\", \"asin\": \"B018ITO9WY\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner\", \"asin\": \"B09957FQNJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Tour Response Stripe\", \"asin\": \"B0CP9S6J4L\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)\", \"asin\": \"B09KNWW38P\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf\", \"asin\": \"B0BWTW5DX2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1\", \"asin\": \"B0BVFP6KXC\", \"price\": \"$98.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vice Pro Plus Golf Balls\", \"asin\": \"B096T2R7QW\", \"price\": \"$35.17\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's 3 Pack Golf Web Belt\", \"asin\": \"B004NRNOG8\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Training Aid - Swing Correcting Arm Band\", \"asin\": \"B089LSGXBR\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TruFeel Golf Balls (One Dozen)\", \"asin\": \"B0CPKXFZ5P\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)\", \"asin\": \"B0CF9THQDK\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02\", \"asin\": \"B08X1LD93B\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's Tech Golf Polo\", \"asin\": \"B01GH5KPU6\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Prior Generation Pro V1x Golf Balls\", \"asin\": \"B0BPDZKBDR\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6KDX8Y\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CaddyLite EZ Fold Version 8 Golf Push Cart \\u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage\", \"asin\": \"B07DTBSFGB\", \"price\": \"$154.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts\", \"asin\": \"B09PZZ1QRM\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks\", \"asin\": \"B0CXQ3F8F1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Supersoft Golf Balls\", \"asin\": \"B0DHT5HQSK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Men\\u2019s Strata Complete Set\", \"asin\": \"B0B9P35NLH\", \"price\": \"$245.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool\", \"asin\": \"B09L74FZTY\", \"price\": \"$6.79\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration\", \"asin\": \"B07PV6NJFH\", \"price\": \"$79.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's WeatherSof 2-Pack Golf Glove\", \"asin\": \"B0CCK9CRGX\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Weather Spann Glove\", \"asin\": \"B0BKP8K23B\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black\", \"asin\": \"B0C781C9D2\", \"price\": \"$58.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband\", \"asin\": \"B0DTHRPDN6\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter\", \"asin\": \"B08FVJJWMM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach\\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\\\" Built-in Color Touchscreen Display\", \"asin\": \"B0DM6NYRYN\", \"price\": \"$4,999.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only\", \"asin\": \"B07T91KFMP\", \"price\": \"$249.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:08.635Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf practice balls\"}],\n\"cart_items\": [{\"asin\": \"B09Z3TPGRZ\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women\", \"asin\": \"B08DCQ6JVC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration\", \"asin\": \"B0BJMCQXDY\", \"price\": \"$239.98\", \"quantity\": \"\"},\n{\"title\": \"Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\\u2019s Day Gift for Golf Lover - Cool Golf Accessories\", \"asin\": \"B0C1F84XKC\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBH4VPF\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers\", \"asin\": \"B0DYJ9K4PD\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black\", \"asin\": \"B0DPWLJPHD\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration\", \"asin\": \"B0DDCNTDBW\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"SkyTrak+ Golf Launch Monitor and Golf Simulator\", \"asin\": \"B0C7HGQLF7\"}],\n\"search_results\": [{\"title\": \"Golf Rangefinder with Slope \\u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function\", \"asin\": \"B0DYF3P5XG\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBPZSXB\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tour White Golf Balls\", \"asin\": \"B08927FCHT\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf 300 Pro Laser Rangefinder\", \"asin\": \"B01KP195PY\", \"price\": \"$131.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Prior Generation Pro V1 Golf Balls\", \"asin\": \"B0BPF2D5P9\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men\", \"asin\": \"B0BZM7WGXV\", \"price\": \"$11.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66WPYP3\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women\", \"asin\": \"B0D2X9PWLR\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's 10\\\" Classic-Fit Cargo Golf Short (Available in Big & Tall)\", \"asin\": \"B0C4YQZ5SP\", \"price\": \"$23.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement\", \"asin\": \"B0CR5V989D\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient\", \"asin\": \"B0DQTZ5MSD\", \"price\": \"$106.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan\", \"asin\": \"B07PX9YR31\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Microfiber Golf Towel (16\\\" X 16\\\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red\", \"asin\": \"B09B5CTHGB\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil\", \"asin\": \"B0B8PBHGM2\", \"price\": \"$15.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves\", \"asin\": \"B07SLM3HHR\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Pants for Men Lightweight Moisture Wicking Business - 30\\\"/32\\\"/34\\\" Stretch Flat Front Casual Dress Pant for Men\", \"asin\": \"B0DR1MPFW5\", \"price\": \"$43.95\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro\", \"asin\": \"B0DR2RHFZX\", \"price\": \"$108.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\\\" x 39.5\\\"\", \"asin\": \"B08NFCJS1F\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 10 - 11\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow\", \"asin\": \"B015N2NX3A\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\\\"x12\\\" | Golf Gifts for Men/Women for Home Indoor Outdoor\", \"asin\": \"B0CHB2V5WB\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women\", \"asin\": \"B0BZPGD42Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pro V1\", \"asin\": \"B0DPN7QZ9R\", \"price\": \"$54.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Impact Tape Labels \\uff5cSelf-Teaching Sweet Spot and Consistency Analysis \\uff5c Improve Golf Swing Accuracy and Distance \\uff5cChoose Between 150 Pc and 300 Pc\", \"asin\": \"B0BZNTLFCG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Vice Tour Golf Balls\", \"asin\": \"B018ITO9WY\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner\", \"asin\": \"B09957FQNJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Tour Response Stripe\", \"asin\": \"B0CP9S6J4L\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)\", \"asin\": \"B09KNWW38P\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf\", \"asin\": \"B0BWTW5DX2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1\", \"asin\": \"B0BVFP6KXC\", \"price\": \"$98.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vice Pro Plus Golf Balls\", \"asin\": \"B096T2R7QW\", \"price\": \"$35.17\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's 3 Pack Golf Web Belt\", \"asin\": \"B004NRNOG8\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Training Aid - Swing Correcting Arm Band\", \"asin\": \"B089LSGXBR\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TruFeel Golf Balls (One Dozen)\", \"asin\": \"B0CPKXFZ5P\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)\", \"asin\": \"B0CF9THQDK\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02\", \"asin\": \"B08X1LD93B\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's Tech Golf Polo\", \"asin\": \"B01GH5KPU6\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Prior Generation Pro V1x Golf Balls\", \"asin\": \"B0BPDZKBDR\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6KDX8Y\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CaddyLite EZ Fold Version 8 Golf Push Cart \\u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage\", \"asin\": \"B07DTBSFGB\", \"price\": \"$154.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts\", \"asin\": \"B09PZZ1QRM\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks\", \"asin\": \"B0CXQ3F8F1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Supersoft Golf Balls\", \"asin\": \"B0DHT5HQSK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Men\\u2019s Strata Complete Set\", \"asin\": \"B0B9P35NLH\", \"price\": \"$245.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool\", \"asin\": \"B09L74FZTY\", \"price\": \"$6.79\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration\", \"asin\": \"B07PV6NJFH\", \"price\": \"$79.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's WeatherSof 2-Pack Golf Glove\", \"asin\": \"B0CCK9CRGX\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Weather Spann Glove\", \"asin\": \"B0BKP8K23B\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black\", \"asin\": \"B0C781C9D2\", \"price\": \"$58.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband\", \"asin\": \"B0DTHRPDN6\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter\", \"asin\": \"B08FVJJWMM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach\\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\\\" Built-in Color Touchscreen Display\", \"asin\": \"B0DM6NYRYN\", \"price\": \"$4,999.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only\", \"asin\": \"B07T91KFMP\", \"price\": \"$249.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:12.714Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:28:12.714Z
|
click
|
search
|
rule
|
train
| 2,643 |
2025-04-06T23:28:12.714Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf practice balls"}],
"cart_items": [{"asin": "B09Z3TPGRZ"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "quantity": ""},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "quantity": ""},
{"title": "Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women", "asin": "B08DCQ6JVC", "price": "$19.99", "quantity": ""},
{"title": "Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration", "asin": "B0BJMCQXDY", "price": "$239.98", "quantity": ""},
{"title": "Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\u2019s Day Gift for Golf Lover - Cool Golf Accessories", "asin": "B0C1F84XKC", "price": "$29.95", "quantity": ""},
{"title": "Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand", "asin": "B08VBH4VPF", "price": "$199.00", "quantity": ""},
{"title": "Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "quantity": ""},
{"title": "Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers", "asin": "B0DYJ9K4PD", "price": "$62.99", "quantity": ""},
{"title": "Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black", "asin": "B0DPWLJPHD", "price": "$99.95", "quantity": ""},
{"title": "Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe", "asin": "B0DBQKB449", "price": "$89.99", "quantity": ""},
{"title": "Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration", "asin": "B0DDCNTDBW", "price": "$72.99", "quantity": ""},
{"title": "M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men", "asin": "B0DPQ65S5R", "price": "$32.95", "quantity": ""}],
"ads": [{"title": "SkyTrak+ Golf Launch Monitor and Golf Simulator", "asin": "B0C7HGQLF7"}],
"search_results": [{"title": "Golf Rangefinder with Slope \u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function", "asin": "B0DYF3P5XG", "price": "$169.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men", "asin": "B0DPQ65S5R", "price": "$32.95", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand", "asin": "B08VBPZSXB", "price": "$199.00", "delivery": " Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon."},
{"title": "Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder", "asin": "B09GLP62SS", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Tour White Golf Balls", "asin": "B08927FCHT", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf 300 Pro Laser Rangefinder", "asin": "B01KP195PY", "price": "$131.84", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Prior Generation Pro V1 Golf Balls", "asin": "B0BPF2D5P9", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men", "asin": "B0BZM7WGXV", "price": "$11.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Men's S2G Spikeless 24 Golf Shoe", "asin": "B0C66WPYP3", "price": "$33.43", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder", "asin": "B09GLP62SS", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women", "asin": "B0D2X9PWLR", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's 10\" Classic-Fit Cargo Golf Short (Available in Big & Tall)", "asin": "B0C4YQZ5SP", "price": "$23.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement", "asin": "B0CR5V989D", "price": "$99.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient", "asin": "B0DQTZ5MSD", "price": "$106.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan", "asin": "B07PX9YR31", "price": "$79.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Microfiber Golf Towel (16\" X 16\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red", "asin": "B09B5CTHGB", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil", "asin": "B0B8PBHGM2", "price": "$15.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves", "asin": "B07SLM3HHR", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Distance+ Golf Balls", "asin": "B08QSL9XQW", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Pants for Men Lightweight Moisture Wicking Business - 30\"/32\"/34\" Stretch Flat Front Casual Dress Pant for Men", "asin": "B0DR1MPFW5", "price": "$43.95", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range", "asin": "B0B9DLL9X9", "price": "$179.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro", "asin": "B0DR2RHFZX", "price": "$108.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\" x 39.5\"", "asin": "B08NFCJS1F", "price": "$149.99", "delivery": "FREE delivery Apr 10 - 11"},
{"title": "Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\uff0cGifts for Men Dad Him and Golfer", "asin": "B0DFYFM5G8", "price": "$62.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow", "asin": "B015N2NX3A", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\"x12\" | Golf Gifts for Men/Women for Home Indoor Outdoor", "asin": "B0CHB2V5WB", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women", "asin": "B0BZPGD42Y", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pro V1", "asin": "B0DPN7QZ9R", "price": "$54.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Impact Tape Labels \uff5cSelf-Teaching Sweet Spot and Consistency Analysis \uff5c Improve Golf Swing Accuracy and Distance \uff5cChoose Between 150 Pc and 300 Pc", "asin": "B0BZNTLFCG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Vice Tour Golf Balls", "asin": "B018ITO9WY", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner", "asin": "B09957FQNJ", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Tour Response Stripe", "asin": "B0CP9S6J4L", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)", "asin": "B09KNWW38P", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf", "asin": "B0BWTW5DX2", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1", "asin": "B0BVFP6KXC", "price": "$98.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Vice Pro Plus Golf Balls", "asin": "B096T2R7QW", "price": "$35.17", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Men's 3 Pack Golf Web Belt", "asin": "B004NRNOG8", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Training Aid - Swing Correcting Arm Band", "asin": "B089LSGXBR", "price": "$9.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TruFeel Golf Balls (One Dozen)", "asin": "B0CPKXFZ5P", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)", "asin": "B0CF9THQDK", "price": "$199.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02", "asin": "B08X1LD93B", "price": "$199.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's Tech Golf Polo", "asin": "B01GH5KPU6", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Prior Generation Pro V1x Golf Balls", "asin": "B0BPDZKBDR", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Q-Star Tour Divide Golf Balls (Prior Generation)", "asin": "B08R6KDX8Y", "price": "$26.44", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "CaddyLite EZ Fold Version 8 Golf Push Cart \u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage", "asin": "B07DTBSFGB", "price": "$154.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts", "asin": "B09PZZ1QRM", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks", "asin": "B0CXQ3F8F1", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Golf Supersoft Golf Balls", "asin": "B0DHT5HQSK", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Men\u2019s Strata Complete Set", "asin": "B0B9P35NLH", "price": "$245.40", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool", "asin": "B09L74FZTY", "price": "$6.79", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration", "asin": "B07PV6NJFH", "price": "$79.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Men's WeatherSof 2-Pack Golf Glove", "asin": "B0CCK9CRGX", "price": "$22.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Weather Spann Glove", "asin": "B0BKP8K23B", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black", "asin": "B0C781C9D2", "price": "$58.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees", "asin": "B09LHHLZRF", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband", "asin": "B0DTHRPDN6", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter", "asin": "B08FVJJWMM", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Approach\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\" Built-in Color Touchscreen Display", "asin": "B0DM6NYRYN", "price": "$4,999.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only", "asin": "B07T91KFMP", "price": "$249.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:28:12.714Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:28:12.714Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:28:12.714Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2643,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf practice balls\"}],\n\"cart_items\": [{\"asin\": \"B09Z3TPGRZ\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Compression Running Ankle Socks Low Cut(6 Pairs) for Men & Women\", \"asin\": \"B08DCQ6JVC\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blue Tees Golf Series 3 Max+ Golf Rangefinder with Slope Switch, 1000 Yards Range Finder, 6X Magnification Laser Rangefinder, Slope Measurement, Magnetic Strip, Flag Pole Locking with Pulse Vibration\", \"asin\": \"B0BJMCQXDY\", \"price\": \"$239.98\", \"quantity\": \"\"},\n{\"title\": \"Personalized Golf Ball Markers (Tan, Set of 2) - Golf Gifts for Men - Monogrammed Initial Custom Golf Markers w/Full Grain Genuine Leather - Father\\u2019s Day Gift for Golf Lover - Cool Golf Accessories\", \"asin\": \"B0C1F84XKC\", \"price\": \"$29.95\", \"quantity\": \"\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBH4VPF\", \"price\": \"$199.00\", \"quantity\": \"\"},\n{\"title\": \"Precision Pro NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Net: 10x7ft Golf Hitting Practice Net for Backyard Driving Chipping Swing Training with Non-Slip Heavy-Duty Base Hitting Mat for Indoor or Outdoor Use, Gifts for Men Dad Husband Boys and Golfers\", \"asin\": \"B0DYJ9K4PD\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,Aluminum Alloy Body,Flag Pole Locking Vibration,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Black\", \"asin\": \"B0DPWLJPHD\", \"price\": \"$99.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope - 1200 Yards Laser Range Finder with Flag Pole Locking Vibration, 7X Magnification rangefinder with Magnet Stripe\", \"asin\": \"B0DBQKB449\", \"price\": \"$89.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder for Golfer, 7X Magnification Range Finder Rechargeable Golf Accessories for Men, Flag Pole Locking Vibration\", \"asin\": \"B0DDCNTDBW\", \"price\": \"$72.99\", \"quantity\": \"\"},\n{\"title\": \"M MAELREG Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"SkyTrak+ Golf Launch Monitor and Golf Simulator\", \"asin\": \"B0C7HGQLF7\"}],\n\"search_results\": [{\"title\": \"Golf Rangefinder with Slope \\u2013 6X Magnification, 1200 Yards Laser Range Finder/Hypsometer, Flag Pole Locking Vibration, Highly Accurate, LCD & Voice Function, Weatherproof Multi-Function\", \"asin\": \"B0DYF3P5XG\", \"price\": \"$169.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Mens Striped Golf Shirts Short Sleeve Silk-Like Touch Water-Resistant Breathable Soft Collared Polo Shirts for Men\", \"asin\": \"B0DPQ65S5R\", \"price\": \"$32.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Trilite Golf Push Cart | Lightweight and Folding Golf Cart | Adjustable Golf Bag Stand\", \"asin\": \"B08VBPZSXB\", \"price\": \"$199.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Tour White Golf Balls\", \"asin\": \"B08927FCHT\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf 300 Pro Laser Rangefinder\", \"asin\": \"B01KP195PY\", \"price\": \"$131.84\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Prior Generation Pro V1 Golf Balls\", \"asin\": \"B0BPF2D5P9\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pro Golf Club Brush Cleaner with Retainer Clip and Squeeze Water Bottle 7.5 Inches Holds 4 Ounces of Water, Essentials Golf Accessories for Men, Best Golf Gifts for Men\", \"asin\": \"B0BZM7WGXV\", \"price\": \"$11.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Men's S2G Spikeless 24 Golf Shoe\", \"asin\": \"B0C66WPYP3\", \"price\": \"$33.43\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Rangefinder with Slope and Pin Lock Vibration, External Slope Switch for Golf Tournament Legal, Rangefinders with Rechargeable Battery 600/1000YDS Laser Range Finder\", \"asin\": \"B09GLP62SS\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Alloy Magnetic Golf Cart Phone Holder Compatible with MagSafe iPhone 16 Pro Max Plus 15 14 13 12 Mini Fits EZGO, Club Car, Yamaha, Icon, Golf Cart Accessories Essentials Gift for Friend Men Women\", \"asin\": \"B0D2X9PWLR\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's 10\\\" Classic-Fit Cargo Golf Short (Available in Big & Tall)\", \"asin\": \"B0C4YQZ5SP\", \"price\": \"$23.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"1200 Yards Mini Range Finder Golf Rangefinder HDLCD 7X Magnification with Slope Laser Distance Rangefinder for Men Women Junior Rechargeable Flag Pole Locked with Vibration Angle Measurement\", \"asin\": \"B0CR5V989D\", \"price\": \"$99.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope, Voice Announcement, 1200 Yards Laser RangeFinder, Flagpole Lock Vibration, 7X Magnification HD View, w/Magnet, Easy and Convenient\", \"asin\": \"B0DQTZ5MSD\", \"price\": \"$106.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"GS24 Golf & Hunting Laser Rangefinder, 7X Magnification, 1200 Yard Distance Measuring Range Finder with High-Precision Flag Pole Locking Vibration Function Slope Mode Continuous Scan\", \"asin\": \"B07PX9YR31\", \"price\": \"$79.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Microfiber Golf Towel (16\\\" X 16\\\") with Carabiner Clip, Waffle Pattern Hook and Loop Fastener - The Convenient Golf Cleaning Towel Black/Grey/Red\", \"asin\": \"B09B5CTHGB\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Geko 2 in 1 Grip Restore and Cleaner - #1 Sport Cleaner Formulated for Grip - Grip Spray for Golf, Football, Baseball, Basketball, Soccer, Tennis, Pickleball, Volleyball - Removes Dirt And Oil\", \"asin\": \"B0B8PBHGM2\", \"price\": \"$15.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Club Groove Sharpener, Re-Grooving Tool and Cleaner for Wedges & Irons - Generate Optimal Backspin - Suitable for U & V-Grooves\", \"asin\": \"B07SLM3HHR\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Pants for Men Lightweight Moisture Wicking Business - 30\\\"/32\\\"/34\\\" Stretch Flat Front Casual Dress Pant for Men\", \"asin\": \"B0DR1MPFW5\", \"price\": \"$43.95\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"NX9 Golf Rangefinder with Slope Switch - Laser Range Finder Golfing Accessory - Cart Magnet, 6X, Flag Lock w Pulse, 900+ Yard Range\", \"asin\": \"B0B9DLL9X9\", \"price\": \"$179.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Rangefinder with Slope,800 Yards Laser Range Finder Golfing,PNLC Display,Aluminum Alloy Body,Flag Lock,Slope Compensation,6X Magnification Rangefinder with Magnet,T100 Pro\", \"asin\": \"B0DR2RHFZX\", \"price\": \"$108.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Customizable Wall Art - Top Golf Courses USA Map - Black Frame - Personalized Framed Pin Map, Includes 150 Pins - Handcrafted in USA - 27.5\\\" x 39.5\\\"\", \"asin\": \"B08NFCJS1F\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Apr 10 - 11\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Grip Trainer Attachment for Improving Hand Positioning,Black/yellow\", \"asin\": \"B015N2NX3A\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Hitting Mat | Golf Training Mat for Swing Path Feedback/Detection Batting | Extra Replaceable Golf Practice Mat 16\\\"x12\\\" | Golf Gifts for Men/Women for Home Indoor Outdoor\", \"asin\": \"B0CHB2V5WB\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SlopeMaster ProGreen Reader - Golf Ball Marker with High Precision Green Reading Aid Golf Accessories for Men Women\", \"asin\": \"B0BZPGD42Y\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pro V1\", \"asin\": \"B0DPN7QZ9R\", \"price\": \"$54.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Impact Tape Labels \\uff5cSelf-Teaching Sweet Spot and Consistency Analysis \\uff5c Improve Golf Swing Accuracy and Distance \\uff5cChoose Between 150 Pc and 300 Pc\", \"asin\": \"B0BZNTLFCG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Vice Tour Golf Balls\", \"asin\": \"B018ITO9WY\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Pack Golf Club Brushes and Groove Cleaner 2 ft Retractable Zipline Carabiner Golf Brush Head with Retractable Spike Comfortable Grip Golf Club Cleaner\", \"asin\": \"B09957FQNJ\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Tour Response Stripe\", \"asin\": \"B0CP9S6J4L\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf 2022 Chrome Soft Golf Balls (True Track (Red/Blue)\", \"asin\": \"B09KNWW38P\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Polarized Sunglasses for Men, Lightweight Sun Glasses with UV Protection for Driving Fishing Golf\", \"asin\": \"B0BWTW5DX2\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Rangefinder with Slope, 1200 Yards Laser Range Finder Golfing, 7X Magnification, Flag Pole Locking Vibration, Rechargeable Range Finders with Magnet Stripe, GolfVue Series 1\", \"asin\": \"B0BVFP6KXC\", \"price\": \"$98.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vice Pro Plus Golf Balls\", \"asin\": \"B096T2R7QW\", \"price\": \"$35.17\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Men's 3 Pack Golf Web Belt\", \"asin\": \"B004NRNOG8\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Training Aid - Swing Correcting Arm Band\", \"asin\": \"B089LSGXBR\", \"price\": \"$9.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TruFeel Golf Balls (One Dozen)\", \"asin\": \"B0CPKXFZ5P\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Player+ GPS Speaker with Touch Screen Display, 10+ Hours Battery, 40,000+ Courses, Visual + Audible Distance, Hazard Distance - IPX7 Waterproof (Black)\", \"asin\": \"B0CF9THQDK\", \"price\": \"$199.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach S12, Easy-to-Use GPS Golf Watch, 42k+ Preloaded Courses, White, 010-02472-02\", \"asin\": \"B08X1LD93B\", \"price\": \"$199.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's Tech Golf Polo\", \"asin\": \"B01GH5KPU6\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Prior Generation Pro V1x Golf Balls\", \"asin\": \"B0BPDZKBDR\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Q-Star Tour Divide Golf Balls (Prior Generation)\", \"asin\": \"B08R6KDX8Y\", \"price\": \"$26.44\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"CaddyLite EZ Fold Version 8 Golf Push Cart \\u2013 Collapsible, Lightweight, 3-Wheel, One-Click Folding for Easy Storage\", \"asin\": \"B07DTBSFGB\", \"price\": \"$154.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"2 Layer Golf Trunk Organizer, Golf Gifts for Men with Separate Ventilated Compartment for 2 Pair Shoes, Waterproof Car Trunk Locker for Balls, Tees, Clothes, Gloves, Accessories, Golfer Gifts\", \"asin\": \"B09PZZ1QRM\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Socks - Funny Angry Golfer Socks - Funny Golf Gift for Men - 1 Pair per Pack - Size 10-13 Socks\", \"asin\": \"B0CXQ3F8F1\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Golf Supersoft Golf Balls\", \"asin\": \"B0DHT5HQSK\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Men\\u2019s Strata Complete Set\", \"asin\": \"B0B9P35NLH\", \"price\": \"$245.40\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"8 Pack Precision Golf Ball Marker, Upgrade Golf Accessories, 4 Golf Ball Marking Stencils and 4 Colors Golf Ball Markers, Golf Ball Line Marker Tool, Golf Ball Alignment and Identification Tool\", \"asin\": \"B09L74FZTY\", \"price\": \"$6.79\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"GS03 Laser Golf/Hunting Rangefinder, 1000/1200 Yards Laser Range Finder with 6X Magnification Ultra-Clear View, Lightweight, Slope, Pin-Seeker & Flag-Lock & Vibration\", \"asin\": \"B07PV6NJFH\", \"price\": \"$79.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Men's WeatherSof 2-Pack Golf Glove\", \"asin\": \"B0CCK9CRGX\", \"price\": \"$22.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Weather Spann Glove\", \"asin\": \"B0BKP8K23B\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net, 10x7ft Practice Net with Tri-Turf Mat, All-in-1 Home Golf Hitting Aid for Backyard Driving Chipping Swing Training, Black\", \"asin\": \"B0C781C9D2\", \"price\": \"$58.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Professional 5 Prongs Golf Tees 100 Pack | 85 Driver Tees with 15 Iron/Hybrid Tees Mixed Pack | Low Friction and Resistance Golf Plastic Tees\", \"asin\": \"B09LHHLZRF\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Hitting Mat, Golf Practice Mat Outdoor Indoor for Training Chipping Show Swing Path, Golf Impact Turf Mat with Rubber Backing,Golf Accessories for Men,Gifts for Men/Dad/Husband\", \"asin\": \"B0DTHRPDN6\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Grabber For End Of Putter, Screw-In 3-Prong Golf Ball Retriever For Putter\", \"asin\": \"B08FVJJWMM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Approach\\u00ae R50, Premium Golf Launch Monitor and Simulator, 10\\\" Built-in Color Touchscreen Display\", \"asin\": \"B0DM6NYRYN\", \"price\": \"$4,999.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Mobile Launch Monitor for Golf Indoor and Outdoor Use with GPS Satellite View and Professional Level Accuracy, iPhone & iPad Only\", \"asin\": \"B07T91KFMP\", \"price\": \"$249.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:12.714Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf practice balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CFMM5J\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"GoSports Pure Putt Golf 9 ft Putting Green Ramp - Black or Brown - Premium Wood Training Aid for Home & Office Putting Practice - Includes 4 Golf Balls\", \"asin\": \"B08Z8LM2JM\", \"price\": \"$98.03\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer w/Molded Golf Grip Trainer | Your go to Golf Swing Training Aids to Enhance Skill,Strength & Correct Swing Path | Click Stick Golf Trainer in Balance & Distance | Golf Training Aid\", \"asin\": \"B0CK6G6T2K\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer, Golf Training Aid, Golf Wrist Training Aid, Golf Swing Training Aid, Golf Training Aids, Golf Swing Trainers, Essential Swing Posture Corrector for Beginners\", \"asin\": \"B0DPFF4JJP\", \"price\": \"$36.67\", \"quantity\": \"\"},\n{\"title\": \"Glow in The Dark Balls 6-Pack LED Light Up Golf Balls Set - Fun Night Golf Gift for Men, and Women with 6 Vibrant Colors\", \"asin\": \"B0DCB6YXX4\", \"price\": \"$21.60\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B81VG8RH\"},\n{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B1TY5WYQ\"}],\n\"search_results\": [{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Golf Practice Balls Realistic Feel and Limited Flight Use Indoors or Outdoors\", \"asin\": \"B07Q213Y4Q\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Joyberg Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Training Golf Balls for Swing Practice\", \"asin\": \"B0B76Z3NK5\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B087JKLZC1\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Wear-Resistant Practice Golf Balls (20 Pack),High Visibility for Easy Tracking, Limited-Flight, Golf Wiffle Balls Design, Indoor & Outdoor\", \"asin\": \"B0D2VWTV12\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls, Plastic Golf Training Balls 41mm Hollow Airflow Golf Balls for Driving Range, Swing Practice, Indoor Outdoor Use, White\", \"asin\": \"B07HF71MBC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pop Up Golf Chipping Net & Mat, Target Practice Set - 8 Balls, 4 Tees, Collapsible for Indoor/Outdoor Swing Training\", \"asin\": \"B0B7HN5MQW\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Chipping Net Set,Pop Up Golf Net with Durable Rubber Training Mat,10 Golf Tees,6 Practice Balls,6 Foam Balls and Carry Bag for Indoor & Outdoor Game\", \"asin\": \"B0CTSTCRXN\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pop-Up Golf Chipping Net - Ultimate Target Training Chip Aids for Precision & Distance, Outdoor | Indoor Practice, Golfer Gift\", \"asin\": \"B0CYSLYTLG\", \"price\": \"$43.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway HX Soft Flight - Foam Practice Golf Balls\", \"asin\": \"B0026ADYCS\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"CHAMPKEY Practice Foam Golf Balls - 16 or 32 Pack | Limited Flight, True Spin and Feel Training Balls\", \"asin\": \"B08JZ6XYD6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"THIODOON Practice Golf Balls Limited Flight Golf Balls 40mm Hollow Plastic Golf Training Balls Colored Airflow Golf Balls for Swing Practice Driving Range Home Use Indoor\", \"asin\": \"B08BLQZ8VY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Aid Assist Posture Correction Training Golf Smart Inflatable Ball\", \"asin\": \"B07QY3NSLK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls\", \"asin\": \"B07WCBVW24\", \"price\": \"$34.95\", \"delivery\": \"$9 delivery Tue, Apr 15\"},\n{\"title\": \"VIVITORY Golf Mat, 5x4ft Thickening Golf Hitting Mat, Outdoor & Indoor Golf Practice with 10 Golf Balls, 7 Golf Tees, Artificial Golf Turf Mat Practice Swing Mats for Backyard Garage Basement\", \"asin\": \"B0DMSSLJQ4\", \"price\": \"$99.49\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"SKLZ Limited-Flight Practice Impact Golf Balls, 12 Pack,Yellow\", \"asin\": \"B015N2NX6W\", \"price\": \"$15.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Practice Golf Balls, 25 Pack Plastic Airflow Hollow Golf Balls for Driving Range, Swing Training, Lightweight, Training Golf Balls Indoor/Outdoor Use\", \"asin\": \"B08BXT7ZGJ\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"90 Pack Colorful Plastic Practice Golf Balls Airflow Hollow Training Golf Balls with Nylon Mesh Golf Ball Bags for Driving Range, Swing Practice, Outdoor or Home Use\", \"asin\": \"B08ZCNVYTK\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Foam Golf Practice Balls, 24 Pack or 32 Pack, Realistic Feel and Limited Flight, Soft for Indoor or Outdoor Training\", \"asin\": \"B09PQRCPYW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 16 or 54 Pack Soft Limited Flight Golf Balls, Perfect for Indoor and Backyard Swing Practice!\\u2026\", \"asin\": \"B0CR7Q8F74\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Flight Practice Golf Balls - Choose White or Yellow - Pack of 24 Limited Flight Training Balls\", \"asin\": \"B083FK2Y6Q\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Plastic Golf Balls Practice Limited Flight Golf Training Ball Hollow Swing Practice Indoor Golf Balls with Mesh Drawstring Bag for Backyard Driving Range or Outdoor\", \"asin\": \"B0B2159MB8\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball for Swing Practice, Driving Range, Home Use\", \"asin\": \"B08BF96G78\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Jef World of Golf Foam Practice Balls (42 Multi-Colored Balls)\", \"asin\": \"B002ALIP2W\", \"price\": \"$19.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Golf Practice Ball, Hollow Golf Plastic Ball for Indoor Training -Pack of 50pcs(White & Multicolor)\", \"asin\": \"B078PCD61N\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"F4 Pure Contact Limited Flight Practice Golf Balls \\u2013 12 Pack\", \"asin\": \"B0851T8X5N\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"KOFULL 50/Pack Plastic Golf Balls, Practice Golf Balls, 42mm Colored Hollow Golf Practice Balls, Practice Golf Balls for Backyard, Swing Practice | Cat Balls\", \"asin\": \"B078PC1NMN\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Rubber Golf Practice Ball, 12 Pack or 24 Pack, Realistic Feel and Lasting Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B0CL2FMSJP\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Golf Supersoft Golf Balls\", \"asin\": \"B0BMGYT38K\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B08LQZ15FT\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 12 Pack or 24 Pack, Realistic Feel and Limited Flight Golf Balls for Indoor or Outdoor\", \"asin\": \"B0CFLCZ8MW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CHZFBH\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Sysnadura Airflow Hollow Practice Golf Balls - 50 Pieces White Plastic Sports Ball 1 5/8'' diameter with Mesh Storage Bag\", \"asin\": \"B08Z7SHVC8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Yilloog 120 Pack Foam Golf Practice Balls Bulk, Soft Foam Balls for Golf Practice, Realistic Feel and Limited Flight Training for Indoor or Outdoor Party\", \"asin\": \"B0BN7ZG3VL\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"50 Packs Foam Golf Practice Balls - Realistic Feel and Long Lasting Limited Flight - Soft for Indoor or Outdoor Training, Multipurpose Nylon Drawstring Sack and 10 PCS Golf Tees\", \"asin\": \"B0967W7FWG\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Medsuo 20pcs Sponge Practice Golf Balls Golf Training Balls Garden Soft Foam Elastic Golf Balls for Indoor/Outdoor Golf Practice - Red and Blue\", \"asin\": \"B0BZ85DMZ7\", \"price\": \"$9.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Foam Golf Practice Balls 20 Pack,Realistic Feel and Limited Flight Practice Golf Balls for Backyard,Soft Training Golf Balls for Indoor or Outdoor\", \"asin\": \"B0DFYCGTXM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B0C3MX5FD8\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"All Purpose Golf Balls for Play or Practice - Choose 16 or 32 Packs with Tote Bag\", \"asin\": \"B07YVXFGKN\", \"price\": \"$34.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Limited Flight Practice Foam Golf Balls \\u2013 Realistic Spin, Trajectory, & Accuracy Training\", \"asin\": \"B000MB6NDA\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Plastic Golf Balls, 24/100 Pack Hollow Plastic Golf Balls Indoor Outdoor Training, Golf Party Decorations\", \"asin\": \"B0DB5J8VC2\", \"price\": \"$7.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Limited Flight Training Golf Balls for Swing Practice Indoor Outdoor Driving Range\", \"asin\": \"B0DB5FSJNT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls Airflow Hollow Plastic Golf Balls Practice Trainingor Driving Range, Swing Practice, Home Pool Balls\", \"asin\": \"B0C3H81QR3\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Colored Practice Golf Balls Plastic 12 Pack,42mm Limited Flight Golf Balls Airflow Hollow Golf Training Balls for Backyard Swing Practice\", \"asin\": \"B0DL28DJ5X\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"24 Pack Foam Practice Golf Balls, Soft Golf Balls for Golf Party Decorations, Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor(6 Colors)\", \"asin\": \"B0DGY3BPTT\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Adwikoso Plastic Golf Training Balls 42 mm Golf Balls for Indoor Putting Green Backyard Outdoor Practice Equipment with 2 Golf Ball Tees\", \"asin\": \"B07RDPDD3Z\", \"price\": \"$13.77\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:17.885Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:28:17.885Z
|
click
|
search
|
rule
|
train
| 2,644 |
2025-04-06T23:28:17.885Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf practice balls"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector", "asin": "B0DFPLK87J", "price": "$36.77", "quantity": ""},
{"title": "Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training", "asin": "B0C2CFMM5J", "price": "$27.99", "quantity": ""},
{"title": "Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)", "asin": "B074JL25QB", "price": "$24.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "GoSports Pure Putt Golf 9 ft Putting Green Ramp - Black or Brown - Premium Wood Training Aid for Home & Office Putting Practice - Includes 4 Golf Balls", "asin": "B08Z8LM2JM", "price": "$98.03", "quantity": ""},
{"title": "Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women", "asin": "B0CRGHYLGV", "price": "$80.00", "quantity": ""},
{"title": "Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector", "asin": "B0DFPLK87J", "price": "$36.77", "quantity": ""},
{"title": "Golf Swing Trainer w/Molded Golf Grip Trainer | Your go to Golf Swing Training Aids to Enhance Skill,Strength & Correct Swing Path | Click Stick Golf Trainer in Balance & Distance | Golf Training Aid", "asin": "B0CK6G6T2K", "price": "$45.99", "quantity": ""},
{"title": "Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)", "asin": "B0BNJZD6MD", "price": "$84.99", "quantity": ""},
{"title": "Golf Swing Trainer, Golf Training Aid, Golf Wrist Training Aid, Golf Swing Training Aid, Golf Training Aids, Golf Swing Trainers, Essential Swing Posture Corrector for Beginners", "asin": "B0DPFF4JJP", "price": "$36.67", "quantity": ""},
{"title": "Glow in The Dark Balls 6-Pack LED Light Up Golf Balls Set - Fun Night Golf Gift for Men, and Women with 6 Vibrant Colors", "asin": "B0DCB6YXX4", "price": "$21.60", "quantity": ""},
{"title": "Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women", "asin": "B0CRGHYLGV", "price": "$80.00", "quantity": ""}],
"ads": [{"title": "Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green", "asin": "B0B81VG8RH"},
{"title": "Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green", "asin": "B0B1TY5WYQ"}],
"search_results": [{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors", "asin": "B0CX8TVGDT", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor", "asin": "B0C9DDFWN9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector", "asin": "B0DFPLK87J", "price": "$36.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor", "asin": "B0BKSQ5FQB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)", "asin": "B001603N66", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "GoSports Foam Golf Practice Balls Realistic Feel and Limited Flight Use Indoors or Outdoors", "asin": "B07Q213Y4Q", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Joyberg Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Training Golf Balls for Swing Practice", "asin": "B0B76Z3NK5", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor", "asin": "B087JKLZC1", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Wear-Resistant Practice Golf Balls (20 Pack),High Visibility for Easy Tracking, Limited-Flight, Golf Wiffle Balls Design, Indoor & Outdoor", "asin": "B0D2VWTV12", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors", "asin": "B0CX8TVGDT", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Pack Practice Golf Balls, Plastic Golf Training Balls 41mm Hollow Airflow Golf Balls for Driving Range, Swing Practice, Indoor Outdoor Use, White", "asin": "B07HF71MBC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\uff0cGifts for Men Dad Him and Golfer", "asin": "B0DFYFM5G8", "price": "$62.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pop Up Golf Chipping Net & Mat, Target Practice Set - 8 Balls, 4 Tees, Collapsible for Indoor/Outdoor Swing Training", "asin": "B0B7HN5MQW", "price": "$21.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Chipping Net Set,Pop Up Golf Net with Durable Rubber Training Mat,10 Golf Tees,6 Practice Balls,6 Foam Balls and Carry Bag for Indoor & Outdoor Game", "asin": "B0CTSTCRXN", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pop-Up Golf Chipping Net - Ultimate Target Training Chip Aids for Precision & Distance, Outdoor | Indoor Practice, Golfer Gift", "asin": "B0CYSLYTLG", "price": "$43.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor", "asin": "B0C9DDFWN9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway HX Soft Flight - Foam Practice Golf Balls", "asin": "B0026ADYCS", "price": "$10.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "CHAMPKEY Practice Foam Golf Balls - 16 or 32 Pack | Limited Flight, True Spin and Feel Training Balls", "asin": "B08JZ6XYD6", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "THIODOON Practice Golf Balls Limited Flight Golf Balls 40mm Hollow Plastic Golf Training Balls Colored Airflow Golf Balls for Swing Practice Driving Range Home Use Indoor", "asin": "B08BLQZ8VY", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Trainer Aid Assist Posture Correction Training Golf Smart Inflatable Ball", "asin": "B07QY3NSLK", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls", "asin": "B07WCBVW24", "price": "$34.95", "delivery": "$9 delivery Tue, Apr 15"},
{"title": "VIVITORY Golf Mat, 5x4ft Thickening Golf Hitting Mat, Outdoor & Indoor Golf Practice with 10 Golf Balls, 7 Golf Tees, Artificial Golf Turf Mat Practice Swing Mats for Backyard Garage Basement", "asin": "B0DMSSLJQ4", "price": "$99.49", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "SKLZ Limited-Flight Practice Impact Golf Balls, 12 Pack,Yellow", "asin": "B015N2NX6W", "price": "$15.25", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Practice Golf Balls, 25 Pack Plastic Airflow Hollow Golf Balls for Driving Range, Swing Training, Lightweight, Training Golf Balls Indoor/Outdoor Use", "asin": "B08BXT7ZGJ", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)", "asin": "B001603N66", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "90 Pack Colorful Plastic Practice Golf Balls Airflow Hollow Training Golf Balls with Nylon Mesh Golf Ball Bags for Driving Range, Swing Practice, Outdoor or Home Use", "asin": "B08ZCNVYTK", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "JAYA Foam Golf Practice Balls, 24 Pack or 32 Pack, Realistic Feel and Limited Flight, Soft for Indoor or Outdoor Training", "asin": "B09PQRCPYW", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Foam Golf Practice Balls 16 or 54 Pack Soft Limited Flight Golf Balls, Perfect for Indoor and Backyard Swing Practice!\u2026", "asin": "B0CR7Q8F74", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "GoSports Foam Flight Practice Golf Balls - Choose White or Yellow - Pack of 24 Limited Flight Training Balls", "asin": "B083FK2Y6Q", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet", "asin": "B09F5VV8DW", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Plastic Golf Balls Practice Limited Flight Golf Training Ball Hollow Swing Practice Indoor Golf Balls with Mesh Drawstring Bag for Backyard Driving Range or Outdoor", "asin": "B0B2159MB8", "price": "$14.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball for Swing Practice, Driving Range, Home Use", "asin": "B08BF96G78", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Jef World of Golf Foam Practice Balls (42 Multi-Colored Balls)", "asin": "B002ALIP2W", "price": "$19.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "KOFULL Golf Practice Ball, Hollow Golf Plastic Ball for Indoor Training -Pack of 50pcs(White & Multicolor)", "asin": "B078PCD61N", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "F4 Pure Contact Limited Flight Practice Golf Balls \u2013 12 Pack", "asin": "B0851T8X5N", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "KOFULL 50/Pack Plastic Golf Balls, Practice Golf Balls, 42mm Colored Hollow Golf Practice Balls, Practice Golf Balls for Backyard, Swing Practice | Cat Balls", "asin": "B078PC1NMN", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B00CZD1JYQ", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Rubber Golf Practice Ball, 12 Pack or 24 Pack, Realistic Feel and Lasting Limited Flight Training Balls for Indoor or Outdoor", "asin": "B0CL2FMSJP", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor", "asin": "B0BKSQ5FQB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Golf Supersoft Golf Balls", "asin": "B0BMGYT38K", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B08LQZ15FT", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Foam Golf Practice Balls 12 Pack or 24 Pack, Realistic Feel and Limited Flight Golf Balls for Indoor or Outdoor", "asin": "B0CFLCZ8MW", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag", "asin": "B09JL6S4MJ", "price": "$31.99", "delivery": "FREE delivery Apr 12 - 16 for Prime members"},
{"title": "Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training", "asin": "B0C2CHZFBH", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Sysnadura Airflow Hollow Practice Golf Balls - 50 Pieces White Plastic Sports Ball 1 5/8'' diameter with Mesh Storage Bag", "asin": "B08Z7SHVC8", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Yilloog 120 Pack Foam Golf Practice Balls Bulk, Soft Foam Balls for Golf Practice, Realistic Feel and Limited Flight Training for Indoor or Outdoor Party", "asin": "B0BN7ZG3VL", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "50 Packs Foam Golf Practice Balls - Realistic Feel and Long Lasting Limited Flight - Soft for Indoor or Outdoor Training, Multipurpose Nylon Drawstring Sack and 10 PCS Golf Tees", "asin": "B0967W7FWG", "price": "$18.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag", "asin": "B09CQFLGM6", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Medsuo 20pcs Sponge Practice Golf Balls Golf Training Balls Garden Soft Foam Elastic Golf Balls for Indoor/Outdoor Golf Practice - Red and Blue", "asin": "B0BZ85DMZ7", "price": "$9.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)", "asin": "B074JL25QB", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "Foam Golf Practice Balls 20 Pack,Realistic Feel and Limited Flight Practice Golf Balls for Backyard,Soft Training Golf Balls for Indoor or Outdoor", "asin": "B0DFYCGTXM", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B0C3MX5FD8", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "All Purpose Golf Balls for Play or Practice - Choose 16 or 32 Packs with Tote Bag", "asin": "B07YVXFGKN", "price": "$34.95", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Limited Flight Practice Foam Golf Balls \u2013 Realistic Spin, Trajectory, & Accuracy Training", "asin": "B000MB6NDA", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "KOFULL Practice Plastic Golf Balls, 24/100 Pack Hollow Plastic Golf Balls Indoor Outdoor Training, Golf Party Decorations", "asin": "B0DB5J8VC2", "price": "$7.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "KOFULL Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Limited Flight Training Golf Balls for Swing Practice Indoor Outdoor Driving Range", "asin": "B0DB5FSJNT", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Pack Practice Golf Balls Airflow Hollow Plastic Golf Balls Practice Trainingor Driving Range, Swing Practice, Home Pool Balls", "asin": "B0C3H81QR3", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Colored Practice Golf Balls Plastic 12 Pack,42mm Limited Flight Golf Balls Airflow Hollow Golf Training Balls for Backyard Swing Practice", "asin": "B0DL28DJ5X", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "24 Pack Foam Practice Golf Balls, Soft Golf Balls for Golf Party Decorations, Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor(6 Colors)", "asin": "B0DGY3BPTT", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Adwikoso Plastic Golf Training Balls 42 mm Golf Balls for Indoor Putting Green Backyard Outdoor Practice Equipment with 2 Golf Ball Tees", "asin": "B07RDPDD3Z", "price": "$13.77", "delivery": " Two-Day FREE delivery Tue, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:28:17.885Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:28:17.885Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:28:17.885Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2644,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf practice balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CFMM5J\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"GoSports Pure Putt Golf 9 ft Putting Green Ramp - Black or Brown - Premium Wood Training Aid for Home & Office Putting Practice - Includes 4 Golf Balls\", \"asin\": \"B08Z8LM2JM\", \"price\": \"$98.03\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer w/Molded Golf Grip Trainer | Your go to Golf Swing Training Aids to Enhance Skill,Strength & Correct Swing Path | Click Stick Golf Trainer in Balance & Distance | Golf Training Aid\", \"asin\": \"B0CK6G6T2K\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer, Golf Training Aid, Golf Wrist Training Aid, Golf Swing Training Aid, Golf Training Aids, Golf Swing Trainers, Essential Swing Posture Corrector for Beginners\", \"asin\": \"B0DPFF4JJP\", \"price\": \"$36.67\", \"quantity\": \"\"},\n{\"title\": \"Glow in The Dark Balls 6-Pack LED Light Up Golf Balls Set - Fun Night Golf Gift for Men, and Women with 6 Vibrant Colors\", \"asin\": \"B0DCB6YXX4\", \"price\": \"$21.60\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B81VG8RH\"},\n{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B1TY5WYQ\"}],\n\"search_results\": [{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Golf Practice Balls Realistic Feel and Limited Flight Use Indoors or Outdoors\", \"asin\": \"B07Q213Y4Q\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Joyberg Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Training Golf Balls for Swing Practice\", \"asin\": \"B0B76Z3NK5\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B087JKLZC1\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Wear-Resistant Practice Golf Balls (20 Pack),High Visibility for Easy Tracking, Limited-Flight, Golf Wiffle Balls Design, Indoor & Outdoor\", \"asin\": \"B0D2VWTV12\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls, Plastic Golf Training Balls 41mm Hollow Airflow Golf Balls for Driving Range, Swing Practice, Indoor Outdoor Use, White\", \"asin\": \"B07HF71MBC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pop Up Golf Chipping Net & Mat, Target Practice Set - 8 Balls, 4 Tees, Collapsible for Indoor/Outdoor Swing Training\", \"asin\": \"B0B7HN5MQW\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Chipping Net Set,Pop Up Golf Net with Durable Rubber Training Mat,10 Golf Tees,6 Practice Balls,6 Foam Balls and Carry Bag for Indoor & Outdoor Game\", \"asin\": \"B0CTSTCRXN\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pop-Up Golf Chipping Net - Ultimate Target Training Chip Aids for Precision & Distance, Outdoor | Indoor Practice, Golfer Gift\", \"asin\": \"B0CYSLYTLG\", \"price\": \"$43.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway HX Soft Flight - Foam Practice Golf Balls\", \"asin\": \"B0026ADYCS\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"CHAMPKEY Practice Foam Golf Balls - 16 or 32 Pack | Limited Flight, True Spin and Feel Training Balls\", \"asin\": \"B08JZ6XYD6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"THIODOON Practice Golf Balls Limited Flight Golf Balls 40mm Hollow Plastic Golf Training Balls Colored Airflow Golf Balls for Swing Practice Driving Range Home Use Indoor\", \"asin\": \"B08BLQZ8VY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Aid Assist Posture Correction Training Golf Smart Inflatable Ball\", \"asin\": \"B07QY3NSLK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls\", \"asin\": \"B07WCBVW24\", \"price\": \"$34.95\", \"delivery\": \"$9 delivery Tue, Apr 15\"},\n{\"title\": \"VIVITORY Golf Mat, 5x4ft Thickening Golf Hitting Mat, Outdoor & Indoor Golf Practice with 10 Golf Balls, 7 Golf Tees, Artificial Golf Turf Mat Practice Swing Mats for Backyard Garage Basement\", \"asin\": \"B0DMSSLJQ4\", \"price\": \"$99.49\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"SKLZ Limited-Flight Practice Impact Golf Balls, 12 Pack,Yellow\", \"asin\": \"B015N2NX6W\", \"price\": \"$15.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Practice Golf Balls, 25 Pack Plastic Airflow Hollow Golf Balls for Driving Range, Swing Training, Lightweight, Training Golf Balls Indoor/Outdoor Use\", \"asin\": \"B08BXT7ZGJ\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"90 Pack Colorful Plastic Practice Golf Balls Airflow Hollow Training Golf Balls with Nylon Mesh Golf Ball Bags for Driving Range, Swing Practice, Outdoor or Home Use\", \"asin\": \"B08ZCNVYTK\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Foam Golf Practice Balls, 24 Pack or 32 Pack, Realistic Feel and Limited Flight, Soft for Indoor or Outdoor Training\", \"asin\": \"B09PQRCPYW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 16 or 54 Pack Soft Limited Flight Golf Balls, Perfect for Indoor and Backyard Swing Practice!\\u2026\", \"asin\": \"B0CR7Q8F74\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Flight Practice Golf Balls - Choose White or Yellow - Pack of 24 Limited Flight Training Balls\", \"asin\": \"B083FK2Y6Q\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Plastic Golf Balls Practice Limited Flight Golf Training Ball Hollow Swing Practice Indoor Golf Balls with Mesh Drawstring Bag for Backyard Driving Range or Outdoor\", \"asin\": \"B0B2159MB8\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball for Swing Practice, Driving Range, Home Use\", \"asin\": \"B08BF96G78\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Jef World of Golf Foam Practice Balls (42 Multi-Colored Balls)\", \"asin\": \"B002ALIP2W\", \"price\": \"$19.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Golf Practice Ball, Hollow Golf Plastic Ball for Indoor Training -Pack of 50pcs(White & Multicolor)\", \"asin\": \"B078PCD61N\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"F4 Pure Contact Limited Flight Practice Golf Balls \\u2013 12 Pack\", \"asin\": \"B0851T8X5N\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"KOFULL 50/Pack Plastic Golf Balls, Practice Golf Balls, 42mm Colored Hollow Golf Practice Balls, Practice Golf Balls for Backyard, Swing Practice | Cat Balls\", \"asin\": \"B078PC1NMN\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Rubber Golf Practice Ball, 12 Pack or 24 Pack, Realistic Feel and Lasting Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B0CL2FMSJP\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Golf Supersoft Golf Balls\", \"asin\": \"B0BMGYT38K\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B08LQZ15FT\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 12 Pack or 24 Pack, Realistic Feel and Limited Flight Golf Balls for Indoor or Outdoor\", \"asin\": \"B0CFLCZ8MW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CHZFBH\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Sysnadura Airflow Hollow Practice Golf Balls - 50 Pieces White Plastic Sports Ball 1 5/8'' diameter with Mesh Storage Bag\", \"asin\": \"B08Z7SHVC8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Yilloog 120 Pack Foam Golf Practice Balls Bulk, Soft Foam Balls for Golf Practice, Realistic Feel and Limited Flight Training for Indoor or Outdoor Party\", \"asin\": \"B0BN7ZG3VL\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"50 Packs Foam Golf Practice Balls - Realistic Feel and Long Lasting Limited Flight - Soft for Indoor or Outdoor Training, Multipurpose Nylon Drawstring Sack and 10 PCS Golf Tees\", \"asin\": \"B0967W7FWG\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Medsuo 20pcs Sponge Practice Golf Balls Golf Training Balls Garden Soft Foam Elastic Golf Balls for Indoor/Outdoor Golf Practice - Red and Blue\", \"asin\": \"B0BZ85DMZ7\", \"price\": \"$9.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Foam Golf Practice Balls 20 Pack,Realistic Feel and Limited Flight Practice Golf Balls for Backyard,Soft Training Golf Balls for Indoor or Outdoor\", \"asin\": \"B0DFYCGTXM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B0C3MX5FD8\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"All Purpose Golf Balls for Play or Practice - Choose 16 or 32 Packs with Tote Bag\", \"asin\": \"B07YVXFGKN\", \"price\": \"$34.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Limited Flight Practice Foam Golf Balls \\u2013 Realistic Spin, Trajectory, & Accuracy Training\", \"asin\": \"B000MB6NDA\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Plastic Golf Balls, 24/100 Pack Hollow Plastic Golf Balls Indoor Outdoor Training, Golf Party Decorations\", \"asin\": \"B0DB5J8VC2\", \"price\": \"$7.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Limited Flight Training Golf Balls for Swing Practice Indoor Outdoor Driving Range\", \"asin\": \"B0DB5FSJNT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls Airflow Hollow Plastic Golf Balls Practice Trainingor Driving Range, Swing Practice, Home Pool Balls\", \"asin\": \"B0C3H81QR3\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Colored Practice Golf Balls Plastic 12 Pack,42mm Limited Flight Golf Balls Airflow Hollow Golf Training Balls for Backyard Swing Practice\", \"asin\": \"B0DL28DJ5X\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"24 Pack Foam Practice Golf Balls, Soft Golf Balls for Golf Party Decorations, Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor(6 Colors)\", \"asin\": \"B0DGY3BPTT\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Adwikoso Plastic Golf Training Balls 42 mm Golf Balls for Indoor Putting Green Backyard Outdoor Practice Equipment with 2 Golf Ball Tees\", \"asin\": \"B07RDPDD3Z\", \"price\": \"$13.77\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:17.885Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf practice balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CFMM5J\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"GoSports Pure Putt Golf 9 ft Putting Green Ramp - Black or Brown - Premium Wood Training Aid for Home & Office Putting Practice - Includes 4 Golf Balls\", \"asin\": \"B08Z8LM2JM\", \"price\": \"$98.03\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer w/Molded Golf Grip Trainer | Your go to Golf Swing Training Aids to Enhance Skill,Strength & Correct Swing Path | Click Stick Golf Trainer in Balance & Distance | Golf Training Aid\", \"asin\": \"B0CK6G6T2K\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer, Golf Training Aid, Golf Wrist Training Aid, Golf Swing Training Aid, Golf Training Aids, Golf Swing Trainers, Essential Swing Posture Corrector for Beginners\", \"asin\": \"B0DPFF4JJP\", \"price\": \"$36.67\", \"quantity\": \"\"},\n{\"title\": \"Glow in The Dark Balls 6-Pack LED Light Up Golf Balls Set - Fun Night Golf Gift for Men, and Women with 6 Vibrant Colors\", \"asin\": \"B0DCB6YXX4\", \"price\": \"$21.60\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B81VG8RH\"},\n{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B1TY5WYQ\"}],\n\"search_results\": [{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Golf Practice Balls Realistic Feel and Limited Flight Use Indoors or Outdoors\", \"asin\": \"B07Q213Y4Q\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Joyberg Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Training Golf Balls for Swing Practice\", \"asin\": \"B0B76Z3NK5\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B087JKLZC1\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Wear-Resistant Practice Golf Balls (20 Pack),High Visibility for Easy Tracking, Limited-Flight, Golf Wiffle Balls Design, Indoor & Outdoor\", \"asin\": \"B0D2VWTV12\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls, Plastic Golf Training Balls 41mm Hollow Airflow Golf Balls for Driving Range, Swing Practice, Indoor Outdoor Use, White\", \"asin\": \"B07HF71MBC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pop Up Golf Chipping Net & Mat, Target Practice Set - 8 Balls, 4 Tees, Collapsible for Indoor/Outdoor Swing Training\", \"asin\": \"B0B7HN5MQW\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Chipping Net Set,Pop Up Golf Net with Durable Rubber Training Mat,10 Golf Tees,6 Practice Balls,6 Foam Balls and Carry Bag for Indoor & Outdoor Game\", \"asin\": \"B0CTSTCRXN\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pop-Up Golf Chipping Net - Ultimate Target Training Chip Aids for Precision & Distance, Outdoor | Indoor Practice, Golfer Gift\", \"asin\": \"B0CYSLYTLG\", \"price\": \"$43.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway HX Soft Flight - Foam Practice Golf Balls\", \"asin\": \"B0026ADYCS\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"CHAMPKEY Practice Foam Golf Balls - 16 or 32 Pack | Limited Flight, True Spin and Feel Training Balls\", \"asin\": \"B08JZ6XYD6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"THIODOON Practice Golf Balls Limited Flight Golf Balls 40mm Hollow Plastic Golf Training Balls Colored Airflow Golf Balls for Swing Practice Driving Range Home Use Indoor\", \"asin\": \"B08BLQZ8VY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Aid Assist Posture Correction Training Golf Smart Inflatable Ball\", \"asin\": \"B07QY3NSLK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls\", \"asin\": \"B07WCBVW24\", \"price\": \"$34.95\", \"delivery\": \"$9 delivery Tue, Apr 15\"},\n{\"title\": \"VIVITORY Golf Mat, 5x4ft Thickening Golf Hitting Mat, Outdoor & Indoor Golf Practice with 10 Golf Balls, 7 Golf Tees, Artificial Golf Turf Mat Practice Swing Mats for Backyard Garage Basement\", \"asin\": \"B0DMSSLJQ4\", \"price\": \"$99.49\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"SKLZ Limited-Flight Practice Impact Golf Balls, 12 Pack,Yellow\", \"asin\": \"B015N2NX6W\", \"price\": \"$15.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Practice Golf Balls, 25 Pack Plastic Airflow Hollow Golf Balls for Driving Range, Swing Training, Lightweight, Training Golf Balls Indoor/Outdoor Use\", \"asin\": \"B08BXT7ZGJ\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"90 Pack Colorful Plastic Practice Golf Balls Airflow Hollow Training Golf Balls with Nylon Mesh Golf Ball Bags for Driving Range, Swing Practice, Outdoor or Home Use\", \"asin\": \"B08ZCNVYTK\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Foam Golf Practice Balls, 24 Pack or 32 Pack, Realistic Feel and Limited Flight, Soft for Indoor or Outdoor Training\", \"asin\": \"B09PQRCPYW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 16 or 54 Pack Soft Limited Flight Golf Balls, Perfect for Indoor and Backyard Swing Practice!\\u2026\", \"asin\": \"B0CR7Q8F74\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Flight Practice Golf Balls - Choose White or Yellow - Pack of 24 Limited Flight Training Balls\", \"asin\": \"B083FK2Y6Q\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Plastic Golf Balls Practice Limited Flight Golf Training Ball Hollow Swing Practice Indoor Golf Balls with Mesh Drawstring Bag for Backyard Driving Range or Outdoor\", \"asin\": \"B0B2159MB8\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball for Swing Practice, Driving Range, Home Use\", \"asin\": \"B08BF96G78\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Jef World of Golf Foam Practice Balls (42 Multi-Colored Balls)\", \"asin\": \"B002ALIP2W\", \"price\": \"$19.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Golf Practice Ball, Hollow Golf Plastic Ball for Indoor Training -Pack of 50pcs(White & Multicolor)\", \"asin\": \"B078PCD61N\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"F4 Pure Contact Limited Flight Practice Golf Balls \\u2013 12 Pack\", \"asin\": \"B0851T8X5N\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"KOFULL 50/Pack Plastic Golf Balls, Practice Golf Balls, 42mm Colored Hollow Golf Practice Balls, Practice Golf Balls for Backyard, Swing Practice | Cat Balls\", \"asin\": \"B078PC1NMN\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Rubber Golf Practice Ball, 12 Pack or 24 Pack, Realistic Feel and Lasting Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B0CL2FMSJP\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Golf Supersoft Golf Balls\", \"asin\": \"B0BMGYT38K\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B08LQZ15FT\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 12 Pack or 24 Pack, Realistic Feel and Limited Flight Golf Balls for Indoor or Outdoor\", \"asin\": \"B0CFLCZ8MW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CHZFBH\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Sysnadura Airflow Hollow Practice Golf Balls - 50 Pieces White Plastic Sports Ball 1 5/8'' diameter with Mesh Storage Bag\", \"asin\": \"B08Z7SHVC8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Yilloog 120 Pack Foam Golf Practice Balls Bulk, Soft Foam Balls for Golf Practice, Realistic Feel and Limited Flight Training for Indoor or Outdoor Party\", \"asin\": \"B0BN7ZG3VL\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"50 Packs Foam Golf Practice Balls - Realistic Feel and Long Lasting Limited Flight - Soft for Indoor or Outdoor Training, Multipurpose Nylon Drawstring Sack and 10 PCS Golf Tees\", \"asin\": \"B0967W7FWG\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Medsuo 20pcs Sponge Practice Golf Balls Golf Training Balls Garden Soft Foam Elastic Golf Balls for Indoor/Outdoor Golf Practice - Red and Blue\", \"asin\": \"B0BZ85DMZ7\", \"price\": \"$9.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Foam Golf Practice Balls 20 Pack,Realistic Feel and Limited Flight Practice Golf Balls for Backyard,Soft Training Golf Balls for Indoor or Outdoor\", \"asin\": \"B0DFYCGTXM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B0C3MX5FD8\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"All Purpose Golf Balls for Play or Practice - Choose 16 or 32 Packs with Tote Bag\", \"asin\": \"B07YVXFGKN\", \"price\": \"$34.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Limited Flight Practice Foam Golf Balls \\u2013 Realistic Spin, Trajectory, & Accuracy Training\", \"asin\": \"B000MB6NDA\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Plastic Golf Balls, 24/100 Pack Hollow Plastic Golf Balls Indoor Outdoor Training, Golf Party Decorations\", \"asin\": \"B0DB5J8VC2\", \"price\": \"$7.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Limited Flight Training Golf Balls for Swing Practice Indoor Outdoor Driving Range\", \"asin\": \"B0DB5FSJNT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls Airflow Hollow Plastic Golf Balls Practice Trainingor Driving Range, Swing Practice, Home Pool Balls\", \"asin\": \"B0C3H81QR3\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Colored Practice Golf Balls Plastic 12 Pack,42mm Limited Flight Golf Balls Airflow Hollow Golf Training Balls for Backyard Swing Practice\", \"asin\": \"B0DL28DJ5X\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"24 Pack Foam Practice Golf Balls, Soft Golf Balls for Golf Party Decorations, Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor(6 Colors)\", \"asin\": \"B0DGY3BPTT\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Adwikoso Plastic Golf Training Balls 42 mm Golf Balls for Indoor Putting Green Backyard Outdoor Practice Equipment with 2 Golf Ball Tees\", \"asin\": \"B07RDPDD3Z\", \"price\": \"$13.77\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:18.255Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:28:18.255Z
|
click
|
search
|
rule
|
train
| 2,645 |
2025-04-06T23:28:18.255Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf practice balls"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector", "asin": "B0DFPLK87J", "price": "$36.77", "quantity": ""},
{"title": "Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training", "asin": "B0C2CFMM5J", "price": "$27.99", "quantity": ""},
{"title": "Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)", "asin": "B074JL25QB", "price": "$24.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "GoSports Pure Putt Golf 9 ft Putting Green Ramp - Black or Brown - Premium Wood Training Aid for Home & Office Putting Practice - Includes 4 Golf Balls", "asin": "B08Z8LM2JM", "price": "$98.03", "quantity": ""},
{"title": "Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women", "asin": "B0CRGHYLGV", "price": "$80.00", "quantity": ""},
{"title": "Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector", "asin": "B0DFPLK87J", "price": "$36.77", "quantity": ""},
{"title": "Golf Swing Trainer w/Molded Golf Grip Trainer | Your go to Golf Swing Training Aids to Enhance Skill,Strength & Correct Swing Path | Click Stick Golf Trainer in Balance & Distance | Golf Training Aid", "asin": "B0CK6G6T2K", "price": "$45.99", "quantity": ""},
{"title": "Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)", "asin": "B0BNJZD6MD", "price": "$84.99", "quantity": ""},
{"title": "Golf Swing Trainer, Golf Training Aid, Golf Wrist Training Aid, Golf Swing Training Aid, Golf Training Aids, Golf Swing Trainers, Essential Swing Posture Corrector for Beginners", "asin": "B0DPFF4JJP", "price": "$36.67", "quantity": ""},
{"title": "Glow in The Dark Balls 6-Pack LED Light Up Golf Balls Set - Fun Night Golf Gift for Men, and Women with 6 Vibrant Colors", "asin": "B0DCB6YXX4", "price": "$21.60", "quantity": ""},
{"title": "Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women", "asin": "B0CRGHYLGV", "price": "$80.00", "quantity": ""}],
"ads": [{"title": "Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green", "asin": "B0B81VG8RH"},
{"title": "Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green", "asin": "B0B1TY5WYQ"}],
"search_results": [{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors", "asin": "B0CX8TVGDT", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor", "asin": "B0C9DDFWN9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector", "asin": "B0DFPLK87J", "price": "$36.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor", "asin": "B0BKSQ5FQB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)", "asin": "B001603N66", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "GoSports Foam Golf Practice Balls Realistic Feel and Limited Flight Use Indoors or Outdoors", "asin": "B07Q213Y4Q", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Joyberg Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Training Golf Balls for Swing Practice", "asin": "B0B76Z3NK5", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor", "asin": "B087JKLZC1", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Wear-Resistant Practice Golf Balls (20 Pack),High Visibility for Easy Tracking, Limited-Flight, Golf Wiffle Balls Design, Indoor & Outdoor", "asin": "B0D2VWTV12", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors", "asin": "B0CX8TVGDT", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Pack Practice Golf Balls, Plastic Golf Training Balls 41mm Hollow Airflow Golf Balls for Driving Range, Swing Practice, Indoor Outdoor Use, White", "asin": "B07HF71MBC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\uff0cGifts for Men Dad Him and Golfer", "asin": "B0DFYFM5G8", "price": "$62.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pop Up Golf Chipping Net & Mat, Target Practice Set - 8 Balls, 4 Tees, Collapsible for Indoor/Outdoor Swing Training", "asin": "B0B7HN5MQW", "price": "$21.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Chipping Net Set,Pop Up Golf Net with Durable Rubber Training Mat,10 Golf Tees,6 Practice Balls,6 Foam Balls and Carry Bag for Indoor & Outdoor Game", "asin": "B0CTSTCRXN", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pop-Up Golf Chipping Net - Ultimate Target Training Chip Aids for Precision & Distance, Outdoor | Indoor Practice, Golfer Gift", "asin": "B0CYSLYTLG", "price": "$43.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor", "asin": "B0C9DDFWN9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway HX Soft Flight - Foam Practice Golf Balls", "asin": "B0026ADYCS", "price": "$10.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "CHAMPKEY Practice Foam Golf Balls - 16 or 32 Pack | Limited Flight, True Spin and Feel Training Balls", "asin": "B08JZ6XYD6", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "THIODOON Practice Golf Balls Limited Flight Golf Balls 40mm Hollow Plastic Golf Training Balls Colored Airflow Golf Balls for Swing Practice Driving Range Home Use Indoor", "asin": "B08BLQZ8VY", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Trainer Aid Assist Posture Correction Training Golf Smart Inflatable Ball", "asin": "B07QY3NSLK", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls", "asin": "B07WCBVW24", "price": "$34.95", "delivery": "$9 delivery Tue, Apr 15"},
{"title": "VIVITORY Golf Mat, 5x4ft Thickening Golf Hitting Mat, Outdoor & Indoor Golf Practice with 10 Golf Balls, 7 Golf Tees, Artificial Golf Turf Mat Practice Swing Mats for Backyard Garage Basement", "asin": "B0DMSSLJQ4", "price": "$99.49", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "SKLZ Limited-Flight Practice Impact Golf Balls, 12 Pack,Yellow", "asin": "B015N2NX6W", "price": "$15.25", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Practice Golf Balls, 25 Pack Plastic Airflow Hollow Golf Balls for Driving Range, Swing Training, Lightweight, Training Golf Balls Indoor/Outdoor Use", "asin": "B08BXT7ZGJ", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)", "asin": "B001603N66", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "90 Pack Colorful Plastic Practice Golf Balls Airflow Hollow Training Golf Balls with Nylon Mesh Golf Ball Bags for Driving Range, Swing Practice, Outdoor or Home Use", "asin": "B08ZCNVYTK", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "JAYA Foam Golf Practice Balls, 24 Pack or 32 Pack, Realistic Feel and Limited Flight, Soft for Indoor or Outdoor Training", "asin": "B09PQRCPYW", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Foam Golf Practice Balls 16 or 54 Pack Soft Limited Flight Golf Balls, Perfect for Indoor and Backyard Swing Practice!\u2026", "asin": "B0CR7Q8F74", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "GoSports Foam Flight Practice Golf Balls - Choose White or Yellow - Pack of 24 Limited Flight Training Balls", "asin": "B083FK2Y6Q", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet", "asin": "B09F5VV8DW", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Plastic Golf Balls Practice Limited Flight Golf Training Ball Hollow Swing Practice Indoor Golf Balls with Mesh Drawstring Bag for Backyard Driving Range or Outdoor", "asin": "B0B2159MB8", "price": "$14.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball for Swing Practice, Driving Range, Home Use", "asin": "B08BF96G78", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Jef World of Golf Foam Practice Balls (42 Multi-Colored Balls)", "asin": "B002ALIP2W", "price": "$19.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "KOFULL Golf Practice Ball, Hollow Golf Plastic Ball for Indoor Training -Pack of 50pcs(White & Multicolor)", "asin": "B078PCD61N", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "F4 Pure Contact Limited Flight Practice Golf Balls \u2013 12 Pack", "asin": "B0851T8X5N", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "KOFULL 50/Pack Plastic Golf Balls, Practice Golf Balls, 42mm Colored Hollow Golf Practice Balls, Practice Golf Balls for Backyard, Swing Practice | Cat Balls", "asin": "B078PC1NMN", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B00CZD1JYQ", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Rubber Golf Practice Ball, 12 Pack or 24 Pack, Realistic Feel and Lasting Limited Flight Training Balls for Indoor or Outdoor", "asin": "B0CL2FMSJP", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor", "asin": "B0BKSQ5FQB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Golf Supersoft Golf Balls", "asin": "B0BMGYT38K", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B08LQZ15FT", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Foam Golf Practice Balls 12 Pack or 24 Pack, Realistic Feel and Limited Flight Golf Balls for Indoor or Outdoor", "asin": "B0CFLCZ8MW", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag", "asin": "B09JL6S4MJ", "price": "$31.99", "delivery": "FREE delivery Apr 12 - 16 for Prime members"},
{"title": "Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training", "asin": "B0C2CHZFBH", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Sysnadura Airflow Hollow Practice Golf Balls - 50 Pieces White Plastic Sports Ball 1 5/8'' diameter with Mesh Storage Bag", "asin": "B08Z7SHVC8", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Yilloog 120 Pack Foam Golf Practice Balls Bulk, Soft Foam Balls for Golf Practice, Realistic Feel and Limited Flight Training for Indoor or Outdoor Party", "asin": "B0BN7ZG3VL", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "50 Packs Foam Golf Practice Balls - Realistic Feel and Long Lasting Limited Flight - Soft for Indoor or Outdoor Training, Multipurpose Nylon Drawstring Sack and 10 PCS Golf Tees", "asin": "B0967W7FWG", "price": "$18.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag", "asin": "B09CQFLGM6", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Medsuo 20pcs Sponge Practice Golf Balls Golf Training Balls Garden Soft Foam Elastic Golf Balls for Indoor/Outdoor Golf Practice - Red and Blue", "asin": "B0BZ85DMZ7", "price": "$9.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)", "asin": "B074JL25QB", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "Foam Golf Practice Balls 20 Pack,Realistic Feel and Limited Flight Practice Golf Balls for Backyard,Soft Training Golf Balls for Indoor or Outdoor", "asin": "B0DFYCGTXM", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B0C3MX5FD8", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "All Purpose Golf Balls for Play or Practice - Choose 16 or 32 Packs with Tote Bag", "asin": "B07YVXFGKN", "price": "$34.95", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Limited Flight Practice Foam Golf Balls \u2013 Realistic Spin, Trajectory, & Accuracy Training", "asin": "B000MB6NDA", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "KOFULL Practice Plastic Golf Balls, 24/100 Pack Hollow Plastic Golf Balls Indoor Outdoor Training, Golf Party Decorations", "asin": "B0DB5J8VC2", "price": "$7.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "KOFULL Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Limited Flight Training Golf Balls for Swing Practice Indoor Outdoor Driving Range", "asin": "B0DB5FSJNT", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Pack Practice Golf Balls Airflow Hollow Plastic Golf Balls Practice Trainingor Driving Range, Swing Practice, Home Pool Balls", "asin": "B0C3H81QR3", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Colored Practice Golf Balls Plastic 12 Pack,42mm Limited Flight Golf Balls Airflow Hollow Golf Training Balls for Backyard Swing Practice", "asin": "B0DL28DJ5X", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "24 Pack Foam Practice Golf Balls, Soft Golf Balls for Golf Party Decorations, Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor(6 Colors)", "asin": "B0DGY3BPTT", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Adwikoso Plastic Golf Training Balls 42 mm Golf Balls for Indoor Putting Green Backyard Outdoor Practice Equipment with 2 Golf Ball Tees", "asin": "B07RDPDD3Z", "price": "$13.77", "delivery": " Two-Day FREE delivery Tue, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:28:18.255Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:28:18.255Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:28:18.255Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2645,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf practice balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CFMM5J\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"GoSports Pure Putt Golf 9 ft Putting Green Ramp - Black or Brown - Premium Wood Training Aid for Home & Office Putting Practice - Includes 4 Golf Balls\", \"asin\": \"B08Z8LM2JM\", \"price\": \"$98.03\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer w/Molded Golf Grip Trainer | Your go to Golf Swing Training Aids to Enhance Skill,Strength & Correct Swing Path | Click Stick Golf Trainer in Balance & Distance | Golf Training Aid\", \"asin\": \"B0CK6G6T2K\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer, Golf Training Aid, Golf Wrist Training Aid, Golf Swing Training Aid, Golf Training Aids, Golf Swing Trainers, Essential Swing Posture Corrector for Beginners\", \"asin\": \"B0DPFF4JJP\", \"price\": \"$36.67\", \"quantity\": \"\"},\n{\"title\": \"Glow in The Dark Balls 6-Pack LED Light Up Golf Balls Set - Fun Night Golf Gift for Men, and Women with 6 Vibrant Colors\", \"asin\": \"B0DCB6YXX4\", \"price\": \"$21.60\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B81VG8RH\"},\n{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B1TY5WYQ\"}],\n\"search_results\": [{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Golf Practice Balls Realistic Feel and Limited Flight Use Indoors or Outdoors\", \"asin\": \"B07Q213Y4Q\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Joyberg Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Training Golf Balls for Swing Practice\", \"asin\": \"B0B76Z3NK5\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B087JKLZC1\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Wear-Resistant Practice Golf Balls (20 Pack),High Visibility for Easy Tracking, Limited-Flight, Golf Wiffle Balls Design, Indoor & Outdoor\", \"asin\": \"B0D2VWTV12\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls, Plastic Golf Training Balls 41mm Hollow Airflow Golf Balls for Driving Range, Swing Practice, Indoor Outdoor Use, White\", \"asin\": \"B07HF71MBC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pop Up Golf Chipping Net & Mat, Target Practice Set - 8 Balls, 4 Tees, Collapsible for Indoor/Outdoor Swing Training\", \"asin\": \"B0B7HN5MQW\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Chipping Net Set,Pop Up Golf Net with Durable Rubber Training Mat,10 Golf Tees,6 Practice Balls,6 Foam Balls and Carry Bag for Indoor & Outdoor Game\", \"asin\": \"B0CTSTCRXN\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pop-Up Golf Chipping Net - Ultimate Target Training Chip Aids for Precision & Distance, Outdoor | Indoor Practice, Golfer Gift\", \"asin\": \"B0CYSLYTLG\", \"price\": \"$43.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway HX Soft Flight - Foam Practice Golf Balls\", \"asin\": \"B0026ADYCS\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"CHAMPKEY Practice Foam Golf Balls - 16 or 32 Pack | Limited Flight, True Spin and Feel Training Balls\", \"asin\": \"B08JZ6XYD6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"THIODOON Practice Golf Balls Limited Flight Golf Balls 40mm Hollow Plastic Golf Training Balls Colored Airflow Golf Balls for Swing Practice Driving Range Home Use Indoor\", \"asin\": \"B08BLQZ8VY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Aid Assist Posture Correction Training Golf Smart Inflatable Ball\", \"asin\": \"B07QY3NSLK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls\", \"asin\": \"B07WCBVW24\", \"price\": \"$34.95\", \"delivery\": \"$9 delivery Tue, Apr 15\"},\n{\"title\": \"VIVITORY Golf Mat, 5x4ft Thickening Golf Hitting Mat, Outdoor & Indoor Golf Practice with 10 Golf Balls, 7 Golf Tees, Artificial Golf Turf Mat Practice Swing Mats for Backyard Garage Basement\", \"asin\": \"B0DMSSLJQ4\", \"price\": \"$99.49\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"SKLZ Limited-Flight Practice Impact Golf Balls, 12 Pack,Yellow\", \"asin\": \"B015N2NX6W\", \"price\": \"$15.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Practice Golf Balls, 25 Pack Plastic Airflow Hollow Golf Balls for Driving Range, Swing Training, Lightweight, Training Golf Balls Indoor/Outdoor Use\", \"asin\": \"B08BXT7ZGJ\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"90 Pack Colorful Plastic Practice Golf Balls Airflow Hollow Training Golf Balls with Nylon Mesh Golf Ball Bags for Driving Range, Swing Practice, Outdoor or Home Use\", \"asin\": \"B08ZCNVYTK\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Foam Golf Practice Balls, 24 Pack or 32 Pack, Realistic Feel and Limited Flight, Soft for Indoor or Outdoor Training\", \"asin\": \"B09PQRCPYW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 16 or 54 Pack Soft Limited Flight Golf Balls, Perfect for Indoor and Backyard Swing Practice!\\u2026\", \"asin\": \"B0CR7Q8F74\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Flight Practice Golf Balls - Choose White or Yellow - Pack of 24 Limited Flight Training Balls\", \"asin\": \"B083FK2Y6Q\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Plastic Golf Balls Practice Limited Flight Golf Training Ball Hollow Swing Practice Indoor Golf Balls with Mesh Drawstring Bag for Backyard Driving Range or Outdoor\", \"asin\": \"B0B2159MB8\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball for Swing Practice, Driving Range, Home Use\", \"asin\": \"B08BF96G78\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Jef World of Golf Foam Practice Balls (42 Multi-Colored Balls)\", \"asin\": \"B002ALIP2W\", \"price\": \"$19.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Golf Practice Ball, Hollow Golf Plastic Ball for Indoor Training -Pack of 50pcs(White & Multicolor)\", \"asin\": \"B078PCD61N\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"F4 Pure Contact Limited Flight Practice Golf Balls \\u2013 12 Pack\", \"asin\": \"B0851T8X5N\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"KOFULL 50/Pack Plastic Golf Balls, Practice Golf Balls, 42mm Colored Hollow Golf Practice Balls, Practice Golf Balls for Backyard, Swing Practice | Cat Balls\", \"asin\": \"B078PC1NMN\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Rubber Golf Practice Ball, 12 Pack or 24 Pack, Realistic Feel and Lasting Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B0CL2FMSJP\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Golf Supersoft Golf Balls\", \"asin\": \"B0BMGYT38K\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B08LQZ15FT\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 12 Pack or 24 Pack, Realistic Feel and Limited Flight Golf Balls for Indoor or Outdoor\", \"asin\": \"B0CFLCZ8MW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CHZFBH\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Sysnadura Airflow Hollow Practice Golf Balls - 50 Pieces White Plastic Sports Ball 1 5/8'' diameter with Mesh Storage Bag\", \"asin\": \"B08Z7SHVC8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Yilloog 120 Pack Foam Golf Practice Balls Bulk, Soft Foam Balls for Golf Practice, Realistic Feel and Limited Flight Training for Indoor or Outdoor Party\", \"asin\": \"B0BN7ZG3VL\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"50 Packs Foam Golf Practice Balls - Realistic Feel and Long Lasting Limited Flight - Soft for Indoor or Outdoor Training, Multipurpose Nylon Drawstring Sack and 10 PCS Golf Tees\", \"asin\": \"B0967W7FWG\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Medsuo 20pcs Sponge Practice Golf Balls Golf Training Balls Garden Soft Foam Elastic Golf Balls for Indoor/Outdoor Golf Practice - Red and Blue\", \"asin\": \"B0BZ85DMZ7\", \"price\": \"$9.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Foam Golf Practice Balls 20 Pack,Realistic Feel and Limited Flight Practice Golf Balls for Backyard,Soft Training Golf Balls for Indoor or Outdoor\", \"asin\": \"B0DFYCGTXM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B0C3MX5FD8\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"All Purpose Golf Balls for Play or Practice - Choose 16 or 32 Packs with Tote Bag\", \"asin\": \"B07YVXFGKN\", \"price\": \"$34.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Limited Flight Practice Foam Golf Balls \\u2013 Realistic Spin, Trajectory, & Accuracy Training\", \"asin\": \"B000MB6NDA\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Plastic Golf Balls, 24/100 Pack Hollow Plastic Golf Balls Indoor Outdoor Training, Golf Party Decorations\", \"asin\": \"B0DB5J8VC2\", \"price\": \"$7.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Limited Flight Training Golf Balls for Swing Practice Indoor Outdoor Driving Range\", \"asin\": \"B0DB5FSJNT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls Airflow Hollow Plastic Golf Balls Practice Trainingor Driving Range, Swing Practice, Home Pool Balls\", \"asin\": \"B0C3H81QR3\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Colored Practice Golf Balls Plastic 12 Pack,42mm Limited Flight Golf Balls Airflow Hollow Golf Training Balls for Backyard Swing Practice\", \"asin\": \"B0DL28DJ5X\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"24 Pack Foam Practice Golf Balls, Soft Golf Balls for Golf Party Decorations, Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor(6 Colors)\", \"asin\": \"B0DGY3BPTT\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Adwikoso Plastic Golf Training Balls 42 mm Golf Balls for Indoor Putting Green Backyard Outdoor Practice Equipment with 2 Golf Ball Tees\", \"asin\": \"B07RDPDD3Z\", \"price\": \"$13.77\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:18.255Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf used balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CFMM5J\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"GoSports Pure Putt Golf 9 ft Putting Green Ramp - Black or Brown - Premium Wood Training Aid for Home & Office Putting Practice - Includes 4 Golf Balls\", \"asin\": \"B08Z8LM2JM\", \"price\": \"$98.03\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer w/Molded Golf Grip Trainer | Your go to Golf Swing Training Aids to Enhance Skill,Strength & Correct Swing Path | Click Stick Golf Trainer in Balance & Distance | Golf Training Aid\", \"asin\": \"B0CK6G6T2K\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer, Golf Training Aid, Golf Wrist Training Aid, Golf Swing Training Aid, Golf Training Aids, Golf Swing Trainers, Essential Swing Posture Corrector for Beginners\", \"asin\": \"B0DPFF4JJP\", \"price\": \"$36.67\", \"quantity\": \"\"},\n{\"title\": \"Glow in The Dark Balls 6-Pack LED Light Up Golf Balls Set - Fun Night Golf Gift for Men, and Women with 6 Vibrant Colors\", \"asin\": \"B0DCB6YXX4\", \"price\": \"$21.60\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B81VG8RH\"},\n{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B1TY5WYQ\"}],\n\"search_results\": [{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Golf Practice Balls Realistic Feel and Limited Flight Use Indoors or Outdoors\", \"asin\": \"B07Q213Y4Q\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Joyberg Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Training Golf Balls for Swing Practice\", \"asin\": \"B0B76Z3NK5\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B087JKLZC1\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Wear-Resistant Practice Golf Balls (20 Pack),High Visibility for Easy Tracking, Limited-Flight, Golf Wiffle Balls Design, Indoor & Outdoor\", \"asin\": \"B0D2VWTV12\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls, Plastic Golf Training Balls 41mm Hollow Airflow Golf Balls for Driving Range, Swing Practice, Indoor Outdoor Use, White\", \"asin\": \"B07HF71MBC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pop Up Golf Chipping Net & Mat, Target Practice Set - 8 Balls, 4 Tees, Collapsible for Indoor/Outdoor Swing Training\", \"asin\": \"B0B7HN5MQW\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Chipping Net Set,Pop Up Golf Net with Durable Rubber Training Mat,10 Golf Tees,6 Practice Balls,6 Foam Balls and Carry Bag for Indoor & Outdoor Game\", \"asin\": \"B0CTSTCRXN\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pop-Up Golf Chipping Net - Ultimate Target Training Chip Aids for Precision & Distance, Outdoor | Indoor Practice, Golfer Gift\", \"asin\": \"B0CYSLYTLG\", \"price\": \"$43.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway HX Soft Flight - Foam Practice Golf Balls\", \"asin\": \"B0026ADYCS\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"CHAMPKEY Practice Foam Golf Balls - 16 or 32 Pack | Limited Flight, True Spin and Feel Training Balls\", \"asin\": \"B08JZ6XYD6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"THIODOON Practice Golf Balls Limited Flight Golf Balls 40mm Hollow Plastic Golf Training Balls Colored Airflow Golf Balls for Swing Practice Driving Range Home Use Indoor\", \"asin\": \"B08BLQZ8VY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Aid Assist Posture Correction Training Golf Smart Inflatable Ball\", \"asin\": \"B07QY3NSLK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls\", \"asin\": \"B07WCBVW24\", \"price\": \"$34.95\", \"delivery\": \"$9 delivery Tue, Apr 15\"},\n{\"title\": \"VIVITORY Golf Mat, 5x4ft Thickening Golf Hitting Mat, Outdoor & Indoor Golf Practice with 10 Golf Balls, 7 Golf Tees, Artificial Golf Turf Mat Practice Swing Mats for Backyard Garage Basement\", \"asin\": \"B0DMSSLJQ4\", \"price\": \"$99.49\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"SKLZ Limited-Flight Practice Impact Golf Balls, 12 Pack,Yellow\", \"asin\": \"B015N2NX6W\", \"price\": \"$15.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Practice Golf Balls, 25 Pack Plastic Airflow Hollow Golf Balls for Driving Range, Swing Training, Lightweight, Training Golf Balls Indoor/Outdoor Use\", \"asin\": \"B08BXT7ZGJ\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"90 Pack Colorful Plastic Practice Golf Balls Airflow Hollow Training Golf Balls with Nylon Mesh Golf Ball Bags for Driving Range, Swing Practice, Outdoor or Home Use\", \"asin\": \"B08ZCNVYTK\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Foam Golf Practice Balls, 24 Pack or 32 Pack, Realistic Feel and Limited Flight, Soft for Indoor or Outdoor Training\", \"asin\": \"B09PQRCPYW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 16 or 54 Pack Soft Limited Flight Golf Balls, Perfect for Indoor and Backyard Swing Practice!\\u2026\", \"asin\": \"B0CR7Q8F74\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Flight Practice Golf Balls - Choose White or Yellow - Pack of 24 Limited Flight Training Balls\", \"asin\": \"B083FK2Y6Q\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Plastic Golf Balls Practice Limited Flight Golf Training Ball Hollow Swing Practice Indoor Golf Balls with Mesh Drawstring Bag for Backyard Driving Range or Outdoor\", \"asin\": \"B0B2159MB8\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball for Swing Practice, Driving Range, Home Use\", \"asin\": \"B08BF96G78\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Jef World of Golf Foam Practice Balls (42 Multi-Colored Balls)\", \"asin\": \"B002ALIP2W\", \"price\": \"$19.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Golf Practice Ball, Hollow Golf Plastic Ball for Indoor Training -Pack of 50pcs(White & Multicolor)\", \"asin\": \"B078PCD61N\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"F4 Pure Contact Limited Flight Practice Golf Balls \\u2013 12 Pack\", \"asin\": \"B0851T8X5N\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"KOFULL 50/Pack Plastic Golf Balls, Practice Golf Balls, 42mm Colored Hollow Golf Practice Balls, Practice Golf Balls for Backyard, Swing Practice | Cat Balls\", \"asin\": \"B078PC1NMN\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Rubber Golf Practice Ball, 12 Pack or 24 Pack, Realistic Feel and Lasting Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B0CL2FMSJP\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Golf Supersoft Golf Balls\", \"asin\": \"B0BMGYT38K\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B08LQZ15FT\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 12 Pack or 24 Pack, Realistic Feel and Limited Flight Golf Balls for Indoor or Outdoor\", \"asin\": \"B0CFLCZ8MW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CHZFBH\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Sysnadura Airflow Hollow Practice Golf Balls - 50 Pieces White Plastic Sports Ball 1 5/8'' diameter with Mesh Storage Bag\", \"asin\": \"B08Z7SHVC8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Yilloog 120 Pack Foam Golf Practice Balls Bulk, Soft Foam Balls for Golf Practice, Realistic Feel and Limited Flight Training for Indoor or Outdoor Party\", \"asin\": \"B0BN7ZG3VL\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"50 Packs Foam Golf Practice Balls - Realistic Feel and Long Lasting Limited Flight - Soft for Indoor or Outdoor Training, Multipurpose Nylon Drawstring Sack and 10 PCS Golf Tees\", \"asin\": \"B0967W7FWG\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Medsuo 20pcs Sponge Practice Golf Balls Golf Training Balls Garden Soft Foam Elastic Golf Balls for Indoor/Outdoor Golf Practice - Red and Blue\", \"asin\": \"B0BZ85DMZ7\", \"price\": \"$9.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Foam Golf Practice Balls 20 Pack,Realistic Feel and Limited Flight Practice Golf Balls for Backyard,Soft Training Golf Balls for Indoor or Outdoor\", \"asin\": \"B0DFYCGTXM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B0C3MX5FD8\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"All Purpose Golf Balls for Play or Practice - Choose 16 or 32 Packs with Tote Bag\", \"asin\": \"B07YVXFGKN\", \"price\": \"$34.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Limited Flight Practice Foam Golf Balls \\u2013 Realistic Spin, Trajectory, & Accuracy Training\", \"asin\": \"B000MB6NDA\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Plastic Golf Balls, 24/100 Pack Hollow Plastic Golf Balls Indoor Outdoor Training, Golf Party Decorations\", \"asin\": \"B0DB5J8VC2\", \"price\": \"$7.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Limited Flight Training Golf Balls for Swing Practice Indoor Outdoor Driving Range\", \"asin\": \"B0DB5FSJNT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls Airflow Hollow Plastic Golf Balls Practice Trainingor Driving Range, Swing Practice, Home Pool Balls\", \"asin\": \"B0C3H81QR3\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Colored Practice Golf Balls Plastic 12 Pack,42mm Limited Flight Golf Balls Airflow Hollow Golf Training Balls for Backyard Swing Practice\", \"asin\": \"B0DL28DJ5X\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"24 Pack Foam Practice Golf Balls, Soft Golf Balls for Golf Party Decorations, Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor(6 Colors)\", \"asin\": \"B0DGY3BPTT\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Adwikoso Plastic Golf Training Balls 42 mm Golf Balls for Indoor Putting Green Backyard Outdoor Practice Equipment with 2 Golf Ball Tees\", \"asin\": \"B07RDPDD3Z\", \"price\": \"$13.77\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:19.117Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:28:19.117Z
|
click
|
search
|
rule
|
train
| 2,646 |
2025-04-06T23:28:19.117Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf used balls"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector", "asin": "B0DFPLK87J", "price": "$36.77", "quantity": ""},
{"title": "Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training", "asin": "B0C2CFMM5J", "price": "$27.99", "quantity": ""},
{"title": "Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)", "asin": "B074JL25QB", "price": "$24.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "GoSports Pure Putt Golf 9 ft Putting Green Ramp - Black or Brown - Premium Wood Training Aid for Home & Office Putting Practice - Includes 4 Golf Balls", "asin": "B08Z8LM2JM", "price": "$98.03", "quantity": ""},
{"title": "Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women", "asin": "B0CRGHYLGV", "price": "$80.00", "quantity": ""},
{"title": "Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector", "asin": "B0DFPLK87J", "price": "$36.77", "quantity": ""},
{"title": "Golf Swing Trainer w/Molded Golf Grip Trainer | Your go to Golf Swing Training Aids to Enhance Skill,Strength & Correct Swing Path | Click Stick Golf Trainer in Balance & Distance | Golf Training Aid", "asin": "B0CK6G6T2K", "price": "$45.99", "quantity": ""},
{"title": "Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)", "asin": "B0BNJZD6MD", "price": "$84.99", "quantity": ""},
{"title": "Golf Swing Trainer, Golf Training Aid, Golf Wrist Training Aid, Golf Swing Training Aid, Golf Training Aids, Golf Swing Trainers, Essential Swing Posture Corrector for Beginners", "asin": "B0DPFF4JJP", "price": "$36.67", "quantity": ""},
{"title": "Glow in The Dark Balls 6-Pack LED Light Up Golf Balls Set - Fun Night Golf Gift for Men, and Women with 6 Vibrant Colors", "asin": "B0DCB6YXX4", "price": "$21.60", "quantity": ""},
{"title": "Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women", "asin": "B0CRGHYLGV", "price": "$80.00", "quantity": ""}],
"ads": [{"title": "Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green", "asin": "B0B81VG8RH"},
{"title": "Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green", "asin": "B0B1TY5WYQ"}],
"search_results": [{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors", "asin": "B0CX8TVGDT", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor", "asin": "B0C9DDFWN9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector", "asin": "B0DFPLK87J", "price": "$36.77", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor", "asin": "B0BKSQ5FQB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)", "asin": "B001603N66", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "GoSports Foam Golf Practice Balls Realistic Feel and Limited Flight Use Indoors or Outdoors", "asin": "B07Q213Y4Q", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Joyberg Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Training Golf Balls for Swing Practice", "asin": "B0B76Z3NK5", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor", "asin": "B087JKLZC1", "price": "$14.79", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Wear-Resistant Practice Golf Balls (20 Pack),High Visibility for Easy Tracking, Limited-Flight, Golf Wiffle Balls Design, Indoor & Outdoor", "asin": "B0D2VWTV12", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors", "asin": "B0CX8TVGDT", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Pack Practice Golf Balls, Plastic Golf Training Balls 41mm Hollow Airflow Golf Balls for Driving Range, Swing Practice, Indoor Outdoor Use, White", "asin": "B07HF71MBC", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\uff0cGifts for Men Dad Him and Golfer", "asin": "B0DFYFM5G8", "price": "$62.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Pop Up Golf Chipping Net & Mat, Target Practice Set - 8 Balls, 4 Tees, Collapsible for Indoor/Outdoor Swing Training", "asin": "B0B7HN5MQW", "price": "$21.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Chipping Net Set,Pop Up Golf Net with Durable Rubber Training Mat,10 Golf Tees,6 Practice Balls,6 Foam Balls and Carry Bag for Indoor & Outdoor Game", "asin": "B0CTSTCRXN", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pop-Up Golf Chipping Net - Ultimate Target Training Chip Aids for Precision & Distance, Outdoor | Indoor Practice, Golfer Gift", "asin": "B0CYSLYTLG", "price": "$43.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor", "asin": "B0C9DDFWN9", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway HX Soft Flight - Foam Practice Golf Balls", "asin": "B0026ADYCS", "price": "$10.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "CHAMPKEY Practice Foam Golf Balls - 16 or 32 Pack | Limited Flight, True Spin and Feel Training Balls", "asin": "B08JZ6XYD6", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "THIODOON Practice Golf Balls Limited Flight Golf Balls 40mm Hollow Plastic Golf Training Balls Colored Airflow Golf Balls for Swing Practice Driving Range Home Use Indoor", "asin": "B08BLQZ8VY", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Swing Trainer Aid Assist Posture Correction Training Golf Smart Inflatable Ball", "asin": "B07QY3NSLK", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls", "asin": "B07WCBVW24", "price": "$34.95", "delivery": "$9 delivery Tue, Apr 15"},
{"title": "VIVITORY Golf Mat, 5x4ft Thickening Golf Hitting Mat, Outdoor & Indoor Golf Practice with 10 Golf Balls, 7 Golf Tees, Artificial Golf Turf Mat Practice Swing Mats for Backyard Garage Basement", "asin": "B0DMSSLJQ4", "price": "$99.49", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "SKLZ Limited-Flight Practice Impact Golf Balls, 12 Pack,Yellow", "asin": "B015N2NX6W", "price": "$15.25", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Practice Golf Balls, 25 Pack Plastic Airflow Hollow Golf Balls for Driving Range, Swing Training, Lightweight, Training Golf Balls Indoor/Outdoor Use", "asin": "B08BXT7ZGJ", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)", "asin": "B001603N66", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "90 Pack Colorful Plastic Practice Golf Balls Airflow Hollow Training Golf Balls with Nylon Mesh Golf Ball Bags for Driving Range, Swing Practice, Outdoor or Home Use", "asin": "B08ZCNVYTK", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "JAYA Foam Golf Practice Balls, 24 Pack or 32 Pack, Realistic Feel and Limited Flight, Soft for Indoor or Outdoor Training", "asin": "B09PQRCPYW", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Foam Golf Practice Balls 16 or 54 Pack Soft Limited Flight Golf Balls, Perfect for Indoor and Backyard Swing Practice!\u2026", "asin": "B0CR7Q8F74", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "GoSports Foam Flight Practice Golf Balls - Choose White or Yellow - Pack of 24 Limited Flight Training Balls", "asin": "B083FK2Y6Q", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet", "asin": "B09F5VV8DW", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Plastic Golf Balls Practice Limited Flight Golf Training Ball Hollow Swing Practice Indoor Golf Balls with Mesh Drawstring Bag for Backyard Driving Range or Outdoor", "asin": "B0B2159MB8", "price": "$14.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball for Swing Practice, Driving Range, Home Use", "asin": "B08BF96G78", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Jef World of Golf Foam Practice Balls (42 Multi-Colored Balls)", "asin": "B002ALIP2W", "price": "$19.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "KOFULL Golf Practice Ball, Hollow Golf Plastic Ball for Indoor Training -Pack of 50pcs(White & Multicolor)", "asin": "B078PCD61N", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "F4 Pure Contact Limited Flight Practice Golf Balls \u2013 12 Pack", "asin": "B0851T8X5N", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "KOFULL 50/Pack Plastic Golf Balls, Practice Golf Balls, 42mm Colored Hollow Golf Practice Balls, Practice Golf Balls for Backyard, Swing Practice | Cat Balls", "asin": "B078PC1NMN", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B00CZD1JYQ", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Rubber Golf Practice Ball, 12 Pack or 24 Pack, Realistic Feel and Lasting Limited Flight Training Balls for Indoor or Outdoor", "asin": "B0CL2FMSJP", "price": "$4.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor", "asin": "B0BKSQ5FQB", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Golf Supersoft Golf Balls", "asin": "B0BMGYT38K", "price": "$24.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B08LQZ15FT", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Foam Golf Practice Balls 12 Pack or 24 Pack, Realistic Feel and Limited Flight Golf Balls for Indoor or Outdoor", "asin": "B0CFLCZ8MW", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag", "asin": "B09JL6S4MJ", "price": "$31.99", "delivery": "FREE delivery Apr 12 - 16 for Prime members"},
{"title": "Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training", "asin": "B0C2CHZFBH", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Sysnadura Airflow Hollow Practice Golf Balls - 50 Pieces White Plastic Sports Ball 1 5/8'' diameter with Mesh Storage Bag", "asin": "B08Z7SHVC8", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Yilloog 120 Pack Foam Golf Practice Balls Bulk, Soft Foam Balls for Golf Practice, Realistic Feel and Limited Flight Training for Indoor or Outdoor Party", "asin": "B0BN7ZG3VL", "price": "$32.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "50 Packs Foam Golf Practice Balls - Realistic Feel and Long Lasting Limited Flight - Soft for Indoor or Outdoor Training, Multipurpose Nylon Drawstring Sack and 10 PCS Golf Tees", "asin": "B0967W7FWG", "price": "$18.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag", "asin": "B09CQFLGM6", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Medsuo 20pcs Sponge Practice Golf Balls Golf Training Balls Garden Soft Foam Elastic Golf Balls for Indoor/Outdoor Golf Practice - Red and Blue", "asin": "B0BZ85DMZ7", "price": "$9.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)", "asin": "B074JL25QB", "price": "$24.99", "delivery": "FREE delivery Fri, Apr 11 for Prime members"},
{"title": "Foam Golf Practice Balls 20 Pack,Realistic Feel and Limited Flight Practice Golf Balls for Backyard,Soft Training Golf Balls for Indoor or Outdoor", "asin": "B0DFYCGTXM", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B0C3MX5FD8", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "All Purpose Golf Balls for Play or Practice - Choose 16 or 32 Packs with Tote Bag", "asin": "B07YVXFGKN", "price": "$34.95", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Limited Flight Practice Foam Golf Balls \u2013 Realistic Spin, Trajectory, & Accuracy Training", "asin": "B000MB6NDA", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "KOFULL Practice Plastic Golf Balls, 24/100 Pack Hollow Plastic Golf Balls Indoor Outdoor Training, Golf Party Decorations", "asin": "B0DB5J8VC2", "price": "$7.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "KOFULL Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Limited Flight Training Golf Balls for Swing Practice Indoor Outdoor Driving Range", "asin": "B0DB5FSJNT", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Pack Practice Golf Balls Airflow Hollow Plastic Golf Balls Practice Trainingor Driving Range, Swing Practice, Home Pool Balls", "asin": "B0C3H81QR3", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Colored Practice Golf Balls Plastic 12 Pack,42mm Limited Flight Golf Balls Airflow Hollow Golf Training Balls for Backyard Swing Practice", "asin": "B0DL28DJ5X", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "24 Pack Foam Practice Golf Balls, Soft Golf Balls for Golf Party Decorations, Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor(6 Colors)", "asin": "B0DGY3BPTT", "price": "$5.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Adwikoso Plastic Golf Training Balls 42 mm Golf Balls for Indoor Putting Green Backyard Outdoor Practice Equipment with 2 Golf Ball Tees", "asin": "B07RDPDD3Z", "price": "$13.77", "delivery": " Two-Day FREE delivery Tue, Apr 8"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:28:19.117Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:28:19.117Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:28:19.117Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2646,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf used balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CFMM5J\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"GoSports Pure Putt Golf 9 ft Putting Green Ramp - Black or Brown - Premium Wood Training Aid for Home & Office Putting Practice - Includes 4 Golf Balls\", \"asin\": \"B08Z8LM2JM\", \"price\": \"$98.03\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer w/Molded Golf Grip Trainer | Your go to Golf Swing Training Aids to Enhance Skill,Strength & Correct Swing Path | Click Stick Golf Trainer in Balance & Distance | Golf Training Aid\", \"asin\": \"B0CK6G6T2K\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer, Golf Training Aid, Golf Wrist Training Aid, Golf Swing Training Aid, Golf Training Aids, Golf Swing Trainers, Essential Swing Posture Corrector for Beginners\", \"asin\": \"B0DPFF4JJP\", \"price\": \"$36.67\", \"quantity\": \"\"},\n{\"title\": \"Glow in The Dark Balls 6-Pack LED Light Up Golf Balls Set - Fun Night Golf Gift for Men, and Women with 6 Vibrant Colors\", \"asin\": \"B0DCB6YXX4\", \"price\": \"$21.60\", \"quantity\": \"\"},\n{\"title\": \"Golf Swing Trainer MAX Speed Heoseok Pro Training Aid Equipment Indoor Practice Accessories Men Women\", \"asin\": \"B0CRGHYLGV\", \"price\": \"$80.00\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B81VG8RH\"},\n{\"title\": \"Avesfer 12/20/40 Pack Plastic Golf Balls Soft [Anti-Crack] 42mm Training Golf Balls for Swing Practice Golf Balls for Backyard Limited Flight Airflow Hollow at Home Use Indoor Green\", \"asin\": \"B0B1TY5WYQ\"}],\n\"search_results\": [{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Ball, Golf Trainer Ball, Golf Training Aid, Golf Swing Trainer, Golf Grip Trainer, Golf Swing Training Aid, Golf Training Aids, Golf Swing Posture Corrector\", \"asin\": \"B0DFPLK87J\", \"price\": \"$36.77\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Golf Practice Balls Realistic Feel and Limited Flight Use Indoors or Outdoors\", \"asin\": \"B07Q213Y4Q\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Joyberg Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Training Golf Balls for Swing Practice\", \"asin\": \"B0B76Z3NK5\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B087JKLZC1\", \"price\": \"$14.79\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Wear-Resistant Practice Golf Balls (20 Pack),High Visibility for Easy Tracking, Limited-Flight, Golf Wiffle Balls Design, Indoor & Outdoor\", \"asin\": \"B0D2VWTV12\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Foam Golf Practice Balls for Indoors or Outdoors\", \"asin\": \"B0CX8TVGDT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls, Plastic Golf Training Balls 41mm Hollow Airflow Golf Balls for Driving Range, Swing Practice, Indoor Outdoor Use, White\", \"asin\": \"B07HF71MBC\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Pop Up Golf Chipping Net & Mat, Target Practice Set - 8 Balls, 4 Tees, Collapsible for Indoor/Outdoor Swing Training\", \"asin\": \"B0B7HN5MQW\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Chipping Net Set,Pop Up Golf Net with Durable Rubber Training Mat,10 Golf Tees,6 Practice Balls,6 Foam Balls and Carry Bag for Indoor & Outdoor Game\", \"asin\": \"B0CTSTCRXN\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pop-Up Golf Chipping Net - Ultimate Target Training Chip Aids for Precision & Distance, Outdoor | Indoor Practice, Golfer Gift\", \"asin\": \"B0CYSLYTLG\", \"price\": \"$43.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Guirnd 20 Pack Practice Golf Balls, 41mm Foam Golf Balls, Realistic Feel and Long Lasting Limited Fligh Practice Golf Balls for Backyard, Soft Golf Balls for Indoor or Outdoor\", \"asin\": \"B0C9DDFWN9\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway HX Soft Flight - Foam Practice Golf Balls\", \"asin\": \"B0026ADYCS\", \"price\": \"$10.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"CHAMPKEY Practice Foam Golf Balls - 16 or 32 Pack | Limited Flight, True Spin and Feel Training Balls\", \"asin\": \"B08JZ6XYD6\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"THIODOON Practice Golf Balls Limited Flight Golf Balls 40mm Hollow Plastic Golf Training Balls Colored Airflow Golf Balls for Swing Practice Driving Range Home Use Indoor\", \"asin\": \"B08BLQZ8VY\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Swing Trainer Aid Assist Posture Correction Training Golf Smart Inflatable Ball\", \"asin\": \"B07QY3NSLK\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls\", \"asin\": \"B07WCBVW24\", \"price\": \"$34.95\", \"delivery\": \"$9 delivery Tue, Apr 15\"},\n{\"title\": \"VIVITORY Golf Mat, 5x4ft Thickening Golf Hitting Mat, Outdoor & Indoor Golf Practice with 10 Golf Balls, 7 Golf Tees, Artificial Golf Turf Mat Practice Swing Mats for Backyard Garage Basement\", \"asin\": \"B0DMSSLJQ4\", \"price\": \"$99.49\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"SKLZ Limited-Flight Practice Impact Golf Balls, 12 Pack,Yellow\", \"asin\": \"B015N2NX6W\", \"price\": \"$15.25\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Practice Golf Balls, 25 Pack Plastic Airflow Hollow Golf Balls for Driving Range, Swing Training, Lightweight, Training Golf Balls Indoor/Outdoor Use\", \"asin\": \"B08BXT7ZGJ\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"BirdieBall Practice Golf Balls, Full Swing Limited Flight Golf Practice Balls, Perfect Training Aid for All Golfers (pack of 12)\", \"asin\": \"B001603N66\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"90 Pack Colorful Plastic Practice Golf Balls Airflow Hollow Training Golf Balls with Nylon Mesh Golf Ball Bags for Driving Range, Swing Practice, Outdoor or Home Use\", \"asin\": \"B08ZCNVYTK\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"JAYA Foam Golf Practice Balls, 24 Pack or 32 Pack, Realistic Feel and Limited Flight, Soft for Indoor or Outdoor Training\", \"asin\": \"B09PQRCPYW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 16 or 54 Pack Soft Limited Flight Golf Balls, Perfect for Indoor and Backyard Swing Practice!\\u2026\", \"asin\": \"B0CR7Q8F74\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"GoSports Foam Flight Practice Golf Balls - Choose White or Yellow - Pack of 24 Limited Flight Training Balls\", \"asin\": \"B083FK2Y6Q\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Plastic Golf Balls Practice Limited Flight Golf Training Ball Hollow Swing Practice Indoor Golf Balls with Mesh Drawstring Bag for Backyard Driving Range or Outdoor\", \"asin\": \"B0B2159MB8\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball for Swing Practice, Driving Range, Home Use\", \"asin\": \"B08BF96G78\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Jef World of Golf Foam Practice Balls (42 Multi-Colored Balls)\", \"asin\": \"B002ALIP2W\", \"price\": \"$19.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Golf Practice Ball, Hollow Golf Plastic Ball for Indoor Training -Pack of 50pcs(White & Multicolor)\", \"asin\": \"B078PCD61N\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"F4 Pure Contact Limited Flight Practice Golf Balls \\u2013 12 Pack\", \"asin\": \"B0851T8X5N\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"KOFULL 50/Pack Plastic Golf Balls, Practice Golf Balls, 42mm Colored Hollow Golf Practice Balls, Practice Golf Balls for Backyard, Swing Practice | Cat Balls\", \"asin\": \"B078PC1NMN\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Rubber Golf Practice Ball, 12 Pack or 24 Pack, Realistic Feel and Lasting Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B0CL2FMSJP\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"JAYA Practice Golf Balls, 32 Pack Limited Flight Golf Balls, 42mm Hollow Golf Training Balls, Plastic Airflow Golf Practice Balls for Indoor Outdoor\", \"asin\": \"B0BKSQ5FQB\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Golf Supersoft Golf Balls\", \"asin\": \"B0BMGYT38K\", \"price\": \"$24.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B08LQZ15FT\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Foam Golf Practice Balls 12 Pack or 24 Pack, Realistic Feel and Limited Flight Golf Balls for Indoor or Outdoor\", \"asin\": \"B0CFLCZ8MW\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"Junkin 80 Pcs Foam Golf Balls Rubber Practice Balls Realistic Feel and Flight Sport Training for Indoor or Outdoor Backyard Golf Training\", \"asin\": \"B0C2CHZFBH\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Sysnadura Airflow Hollow Practice Golf Balls - 50 Pieces White Plastic Sports Ball 1 5/8'' diameter with Mesh Storage Bag\", \"asin\": \"B08Z7SHVC8\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Yilloog 120 Pack Foam Golf Practice Balls Bulk, Soft Foam Balls for Golf Practice, Realistic Feel and Limited Flight Training for Indoor or Outdoor Party\", \"asin\": \"B0BN7ZG3VL\", \"price\": \"$32.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"50 Packs Foam Golf Practice Balls - Realistic Feel and Long Lasting Limited Flight - Soft for Indoor or Outdoor Training, Multipurpose Nylon Drawstring Sack and 10 PCS Golf Tees\", \"asin\": \"B0967W7FWG\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Medsuo 20pcs Sponge Practice Golf Balls Golf Training Balls Garden Soft Foam Elastic Golf Balls for Indoor/Outdoor Golf Practice - Red and Blue\", \"asin\": \"B0BZ85DMZ7\", \"price\": \"$9.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Fri, Apr 11 for Prime members\"},\n{\"title\": \"Foam Golf Practice Balls 20 Pack,Realistic Feel and Limited Flight Practice Golf Balls for Backyard,Soft Training Golf Balls for Indoor or Outdoor\", \"asin\": \"B0DFYCGTXM\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B0C3MX5FD8\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"All Purpose Golf Balls for Play or Practice - Choose 16 or 32 Packs with Tote Bag\", \"asin\": \"B07YVXFGKN\", \"price\": \"$34.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Limited Flight Practice Foam Golf Balls \\u2013 Realistic Spin, Trajectory, & Accuracy Training\", \"asin\": \"B000MB6NDA\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Plastic Golf Balls, 24/100 Pack Hollow Plastic Golf Balls Indoor Outdoor Training, Golf Party Decorations\", \"asin\": \"B0DB5J8VC2\", \"price\": \"$7.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"KOFULL Practice Golf Balls 24 Pack, 42mm Plastic Golf Balls, Practice Golf Balls for Backyard, Limited Flight Training Golf Balls for Swing Practice Indoor Outdoor Driving Range\", \"asin\": \"B0DB5FSJNT\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Pack Practice Golf Balls Airflow Hollow Plastic Golf Balls Practice Trainingor Driving Range, Swing Practice, Home Pool Balls\", \"asin\": \"B0C3H81QR3\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Colored Practice Golf Balls Plastic 12 Pack,42mm Limited Flight Golf Balls Airflow Hollow Golf Training Balls for Backyard Swing Practice\", \"asin\": \"B0DL28DJ5X\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"24 Pack Foam Practice Golf Balls, Soft Golf Balls for Golf Party Decorations, Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor(6 Colors)\", \"asin\": \"B0DGY3BPTT\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Adwikoso Plastic Golf Training Balls 42 mm Golf Balls for Indoor Putting Green Backyard Outdoor Practice Equipment with 2 Golf Ball Tees\", \"asin\": \"B07RDPDD3Z\", \"price\": \"$13.77\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:19.117Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf used balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality\", \"asin\": \"B0C8BGSF35\", \"price\": \"$48.75\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More\", \"asin\": \"B0CVV94511\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men\", \"asin\": \"B0CWQ5MK9R\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Callaway\", \"asin\": \"B09NCL8W7M\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway 2023 Supersoft Personalized Golf Balls\", \"asin\": \"B0BVN159HK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Srixon Soft Feel 12 Personalized Golf Balls, White\", \"asin\": \"B09L4B9V8S\", \"price\": \"$31.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"5a / Mint\", \"asin\": \"B09QQSGW7J\"},\n{\"title\": \"4a / Near Mint\", \"asin\": \"B0BCSN1XVD\"},\n{\"title\": \"3a / Good\", \"asin\": \"B09QLHXRHH\"}],\n\"search_results\": [{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More\", \"asin\": \"B0CVV94511\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"Jerify 50 Pcs Practice Golf Balls Bulk 45g Solid Rubber Golf Training Balls High Bounce Performance for Hit Away Swing Driving Range Indoor Outdoor Training(White)\", \"asin\": \"B0B79Q6LBY\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QS2ZHRT\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)\", \"asin\": \"B078JS6XSM\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White\", \"asin\": \"B0CVFHGY3Y\", \"price\": \"$21.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size\", \"asin\": \"B0017PRSW0\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"WILSON Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White\", \"asin\": \"B00TX6YQQQ\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls\", \"asin\": \"B07WCBVW24\", \"price\": \"$34.95\", \"delivery\": \"$9 delivery Tue, Apr 15\"},\n{\"title\": \"Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice\", \"asin\": \"B0B3MNJLFN\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson\", \"asin\": \"B0DTTLWH37\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack\", \"asin\": \"B00CK8TBFA\", \"price\": \"$63.87\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White\", \"asin\": \"B074ZPLDS8\", \"price\": \"$45.70\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"Top Flite Recycled Golf Balls\", \"asin\": \"B00KXO8FP0\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Nitro Golf Crossfire 45 Ball Pack Golf Balls, White\", \"asin\": \"B07GNWD6NP\", \"price\": \"$28.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"delivery\": \"$9.99 delivery Apr 9 - 14 Or fastest delivery Apr 8 - 10\"},\n{\"title\": \"AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training\", \"asin\": \"B0DSK7T2S5\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09MZSGD1V\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Titleist Golf Balls\", \"asin\": \"B00LHP0EPS\", \"price\": \"$32.04\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B08LQZ15FT\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)\", \"asin\": \"B088814QHP\", \"price\": \"$32.93\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"LostGolfBalls - 24 Titleist Yellow Tour Soft Golf Balls in Pristine Condition, 2023 Year Model, Like New Quality, No Logos, No Player Markings, Recycled Used Golf Balls, Yellow\", \"asin\": \"B0CVFGPBY6\", \"price\": \"$28.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag\", \"asin\": \"B0CZWLV34H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition\", \"asin\": \"B09QLHXRHH\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon\", \"asin\": \"B09Q84DJBJ\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White\", \"asin\": \"B07G5Z599N\", \"price\": \"$33.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"PG Golf Ball Mix\", \"asin\": \"B0888V671R\", \"price\": \"$39.37\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet Used Golf Balls for Kirkland Signature 4A/Near Mint\", \"asin\": \"B09NZ4XSWL\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B0C3MX5FD8\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 72 Used Golf Balls for Taylormade in Mesh Bag 3A/2A Condition\", \"asin\": \"B09TRYH8DW\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag\", \"asin\": \"B09K11J4G2\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Afford-A-Ball Golf. (50, 100, 300 Count) Hit Away Used and Recycled shag Golf Balls. Miscellaneous shag (2A) Golf Balls. Golf Supplies for Men & Women. Backyard practic Golf Balls.\", \"asin\": \"B0CZP9C8QL\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland\", \"asin\": \"B0DP1BCL8G\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Apr 13 - 18 for Prime members\"},\n{\"title\": \"Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality\", \"asin\": \"B0C8BGSF35\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09L5DXB2X\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag\", \"asin\": \"B09K9JGZYQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Clean Green Golf Balls 24 Recycled Used Golf Balls for Callaway ERC Triple Track Golf Ball Bulk Mix - Cheap Golf Balls Good Condition - includes for Callaway Golf Balls for Men and Mesh Carrying Bag\", \"asin\": \"B09MSQKBGP\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls\", \"asin\": \"B0CWNLWZ36\", \"price\": \"$67.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pinnacle Recycled Golf Balls (36 pk)\", \"asin\": \"B0BV4WR1VH\", \"price\": \"$28.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Reload Recycled Golf Balls\", \"asin\": \"B00KXNUI7E\", \"price\": \"$12.99\", \"delivery\": \"$6.95 delivery Apr 9 - 11\"},\n{\"title\": \"50 TITLEIST PRO V1 2014 AAAAA Mint Used Golf Balls\", \"asin\": \"B00KY647A4\", \"price\": \"$61.94\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Titleist Pro V1 / Pro V1X Refurbished Golf Balls\", \"asin\": \"B005P75YIQ\", \"price\": \"$21.45\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"Golf Ball Planet 72 Store Line Assorted Used Recycled Golf Balls in Mesh Bag 4A/3A Condition\", \"asin\": \"B09Q77RJ9R\", \"price\": \"$53.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Golf Warbird Golf Balls\", \"asin\": \"B0CP4GH99S\", \"price\": \"$39.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Titleist Titleist\", \"asin\": \"B00KXNUI1K\", \"price\": \"$24.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Noodle Long & Soft Golf Ball\", \"asin\": \"B09F5FN7DT\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition\", \"asin\": \"B09Q4SXCGT\", \"price\": \"$68.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Speed Soft Ink Golf Balls\", \"asin\": \"B0CP9RCXKX\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Green Golf Ball Mix - 50 Titleist Pro V1 and V1x Recycled and Used Balls - Includes Mesh Carrying Bag - Good Condition\", \"asin\": \"B0D9PJ5FZ1\", \"price\": \"$68.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:37.032Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:28:37.032Z
|
click
|
search
|
rule
|
train
| 2,647 |
2025-04-06T23:28:37.032Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf used balls"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$39.99", "quantity": ""},
{"title": "Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality", "asin": "B0C8BGSF35", "price": "$48.75", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CVV94511", "price": "$44.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men", "asin": "B0CWQ5MK9R", "price": "$38.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Callaway", "asin": "B09NCL8W7M", "price": "$52.99", "quantity": ""},
{"title": "Callaway 2023 Supersoft Personalized Golf Balls", "asin": "B0BVN159HK", "price": "$39.99", "quantity": ""},
{"title": "Srixon Soft Feel 12 Personalized Golf Balls, White", "asin": "B09L4B9V8S", "price": "$31.95", "quantity": ""}],
"ads": [{"title": "5a / Mint", "asin": "B09QQSGW7J"},
{"title": "4a / Near Mint", "asin": "B0BCSN1XVD"},
{"title": "3a / Good", "asin": "B09QLHXRHH"}],
"search_results": [{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CVV94511", "price": "$44.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "Jerify 50 Pcs Practice Golf Balls Bulk 45g Solid Rubber Golf Training Balls High Bounce Performance for Hit Away Swing Driving Range Indoor Outdoor Training(White)", "asin": "B0B79Q6LBY", "price": "$45.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QS2ZHRT", "price": "$42.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "100 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B00CZD1JYQ", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)", "asin": "B078JS6XSM", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White", "asin": "B0CVFHGY3Y", "price": "$21.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size", "asin": "B0017PRSW0", "price": "$18.99", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "WILSON Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White", "asin": "B00TX6YQQQ", "price": "$45.99", "delivery": "FREE delivery Apr 9 - 11"},
{"title": "Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls", "asin": "B07WCBVW24", "price": "$34.95", "delivery": "$9 delivery Tue, Apr 15"},
{"title": "Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice", "asin": "B0B3MNJLFN", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson", "asin": "B0DTTLWH37", "price": "$39.00", "delivery": "FREE delivery Apr 11 - 15"},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9"},
{"title": "50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack", "asin": "B00CK8TBFA", "price": "$63.87", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White", "asin": "B074ZPLDS8", "price": "$45.70", "delivery": "FREE delivery Apr 10 - 14"},
{"title": "Top Flite Recycled Golf Balls", "asin": "B00KXO8FP0", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Nitro Golf Crossfire 45 Ball Pack Golf Balls, White", "asin": "B07GNWD6NP", "price": "$28.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)", "asin": "B0BNJZD6MD", "price": "$84.99", "delivery": "$9.99 delivery Apr 9 - 14 Or fastest delivery Apr 8 - 10"},
{"title": "AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training", "asin": "B0DSK7T2S5", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag", "asin": "B09MZSGD1V", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Titleist Golf Balls", "asin": "B00LHP0EPS", "price": "$32.04", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B08LQZ15FT", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)", "asin": "B088814QHP", "price": "$32.93", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "LostGolfBalls - 24 Titleist Yellow Tour Soft Golf Balls in Pristine Condition, 2023 Year Model, Like New Quality, No Logos, No Player Markings, Recycled Used Golf Balls, Yellow", "asin": "B0CVFGPBY6", "price": "$28.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag", "asin": "B0CZWLV34H", "price": "$29.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet", "asin": "B09F5VV8DW", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition", "asin": "B09QLHXRHH", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon", "asin": "B09Q84DJBJ", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White", "asin": "B07G5Z599N", "price": "$33.89", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag", "asin": "B09JL6S4MJ", "price": "$31.99", "delivery": "FREE delivery Apr 12 - 16 for Prime members"},
{"title": "100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag", "asin": "B09CQFLGM6", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "PG Golf Ball Mix", "asin": "B0888V671R", "price": "$39.37", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet Used Golf Balls for Kirkland Signature 4A/Near Mint", "asin": "B09NZ4XSWL", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B0C3MX5FD8", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Distance+ Golf Balls", "asin": "B08QSL9XQW", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 72 Used Golf Balls for Taylormade in Mesh Bag 3A/2A Condition", "asin": "B09TRYH8DW", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag", "asin": "B09K11J4G2", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Afford-A-Ball Golf. (50, 100, 300 Count) Hit Away Used and Recycled shag Golf Balls. Miscellaneous shag (2A) Golf Balls. Golf Supplies for Men & Women. Backyard practic Golf Balls.", "asin": "B0CZP9C8QL", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland", "asin": "B0DP1BCL8G", "price": "$42.99", "delivery": "FREE delivery Apr 13 - 18 for Prime members"},
{"title": "Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality", "asin": "B0C8BGSF35", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "B09L5DXB2X", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag", "asin": "B09K9JGZYQ", "price": "$39.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Clean Green Golf Balls 24 Recycled Used Golf Balls for Callaway ERC Triple Track Golf Ball Bulk Mix - Cheap Golf Balls Good Condition - includes for Callaway Golf Balls for Men and Mesh Carrying Bag", "asin": "B09MSQKBGP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls", "asin": "B0CWNLWZ36", "price": "$67.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pinnacle Recycled Golf Balls (36 pk)", "asin": "B0BV4WR1VH", "price": "$28.63", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Reload Recycled Golf Balls", "asin": "B00KXNUI7E", "price": "$12.99", "delivery": "$6.95 delivery Apr 9 - 11"},
{"title": "50 TITLEIST PRO V1 2014 AAAAA Mint Used Golf Balls", "asin": "B00KY647A4", "price": "$61.94", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "Titleist Pro V1 / Pro V1X Refurbished Golf Balls", "asin": "B005P75YIQ", "price": "$21.45", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "Golf Ball Planet 72 Store Line Assorted Used Recycled Golf Balls in Mesh Bag 4A/3A Condition", "asin": "B09Q77RJ9R", "price": "$53.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Golf Warbird Golf Balls", "asin": "B0CP4GH99S", "price": "$39.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Titleist Titleist", "asin": "B00KXNUI1K", "price": "$24.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Noodle Long & Soft Golf Ball", "asin": "B09F5FN7DT", "price": "$18.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition", "asin": "B09Q4SXCGT", "price": "$68.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Speed Soft Ink Golf Balls", "asin": "B0CP9RCXKX", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Clean Green Golf Ball Mix - 50 Titleist Pro V1 and V1x Recycled and Used Balls - Includes Mesh Carrying Bag - Good Condition", "asin": "B0D9PJ5FZ1", "price": "$68.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:28:37.032Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:28:37.032Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:28:37.032Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2647,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf used balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality\", \"asin\": \"B0C8BGSF35\", \"price\": \"$48.75\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More\", \"asin\": \"B0CVV94511\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men\", \"asin\": \"B0CWQ5MK9R\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Callaway\", \"asin\": \"B09NCL8W7M\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway 2023 Supersoft Personalized Golf Balls\", \"asin\": \"B0BVN159HK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Srixon Soft Feel 12 Personalized Golf Balls, White\", \"asin\": \"B09L4B9V8S\", \"price\": \"$31.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"5a / Mint\", \"asin\": \"B09QQSGW7J\"},\n{\"title\": \"4a / Near Mint\", \"asin\": \"B0BCSN1XVD\"},\n{\"title\": \"3a / Good\", \"asin\": \"B09QLHXRHH\"}],\n\"search_results\": [{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More\", \"asin\": \"B0CVV94511\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"Jerify 50 Pcs Practice Golf Balls Bulk 45g Solid Rubber Golf Training Balls High Bounce Performance for Hit Away Swing Driving Range Indoor Outdoor Training(White)\", \"asin\": \"B0B79Q6LBY\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QS2ZHRT\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)\", \"asin\": \"B078JS6XSM\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White\", \"asin\": \"B0CVFHGY3Y\", \"price\": \"$21.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size\", \"asin\": \"B0017PRSW0\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"WILSON Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White\", \"asin\": \"B00TX6YQQQ\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls\", \"asin\": \"B07WCBVW24\", \"price\": \"$34.95\", \"delivery\": \"$9 delivery Tue, Apr 15\"},\n{\"title\": \"Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice\", \"asin\": \"B0B3MNJLFN\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson\", \"asin\": \"B0DTTLWH37\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack\", \"asin\": \"B00CK8TBFA\", \"price\": \"$63.87\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White\", \"asin\": \"B074ZPLDS8\", \"price\": \"$45.70\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"Top Flite Recycled Golf Balls\", \"asin\": \"B00KXO8FP0\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Nitro Golf Crossfire 45 Ball Pack Golf Balls, White\", \"asin\": \"B07GNWD6NP\", \"price\": \"$28.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"delivery\": \"$9.99 delivery Apr 9 - 14 Or fastest delivery Apr 8 - 10\"},\n{\"title\": \"AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training\", \"asin\": \"B0DSK7T2S5\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09MZSGD1V\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Titleist Golf Balls\", \"asin\": \"B00LHP0EPS\", \"price\": \"$32.04\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B08LQZ15FT\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)\", \"asin\": \"B088814QHP\", \"price\": \"$32.93\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"LostGolfBalls - 24 Titleist Yellow Tour Soft Golf Balls in Pristine Condition, 2023 Year Model, Like New Quality, No Logos, No Player Markings, Recycled Used Golf Balls, Yellow\", \"asin\": \"B0CVFGPBY6\", \"price\": \"$28.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag\", \"asin\": \"B0CZWLV34H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition\", \"asin\": \"B09QLHXRHH\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon\", \"asin\": \"B09Q84DJBJ\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White\", \"asin\": \"B07G5Z599N\", \"price\": \"$33.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"PG Golf Ball Mix\", \"asin\": \"B0888V671R\", \"price\": \"$39.37\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet Used Golf Balls for Kirkland Signature 4A/Near Mint\", \"asin\": \"B09NZ4XSWL\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B0C3MX5FD8\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 72 Used Golf Balls for Taylormade in Mesh Bag 3A/2A Condition\", \"asin\": \"B09TRYH8DW\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag\", \"asin\": \"B09K11J4G2\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Afford-A-Ball Golf. (50, 100, 300 Count) Hit Away Used and Recycled shag Golf Balls. Miscellaneous shag (2A) Golf Balls. Golf Supplies for Men & Women. Backyard practic Golf Balls.\", \"asin\": \"B0CZP9C8QL\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland\", \"asin\": \"B0DP1BCL8G\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Apr 13 - 18 for Prime members\"},\n{\"title\": \"Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality\", \"asin\": \"B0C8BGSF35\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09L5DXB2X\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag\", \"asin\": \"B09K9JGZYQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Clean Green Golf Balls 24 Recycled Used Golf Balls for Callaway ERC Triple Track Golf Ball Bulk Mix - Cheap Golf Balls Good Condition - includes for Callaway Golf Balls for Men and Mesh Carrying Bag\", \"asin\": \"B09MSQKBGP\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls\", \"asin\": \"B0CWNLWZ36\", \"price\": \"$67.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pinnacle Recycled Golf Balls (36 pk)\", \"asin\": \"B0BV4WR1VH\", \"price\": \"$28.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Reload Recycled Golf Balls\", \"asin\": \"B00KXNUI7E\", \"price\": \"$12.99\", \"delivery\": \"$6.95 delivery Apr 9 - 11\"},\n{\"title\": \"50 TITLEIST PRO V1 2014 AAAAA Mint Used Golf Balls\", \"asin\": \"B00KY647A4\", \"price\": \"$61.94\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Titleist Pro V1 / Pro V1X Refurbished Golf Balls\", \"asin\": \"B005P75YIQ\", \"price\": \"$21.45\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"Golf Ball Planet 72 Store Line Assorted Used Recycled Golf Balls in Mesh Bag 4A/3A Condition\", \"asin\": \"B09Q77RJ9R\", \"price\": \"$53.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Golf Warbird Golf Balls\", \"asin\": \"B0CP4GH99S\", \"price\": \"$39.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Titleist Titleist\", \"asin\": \"B00KXNUI1K\", \"price\": \"$24.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Noodle Long & Soft Golf Ball\", \"asin\": \"B09F5FN7DT\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition\", \"asin\": \"B09Q4SXCGT\", \"price\": \"$68.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Speed Soft Ink Golf Balls\", \"asin\": \"B0CP9RCXKX\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Green Golf Ball Mix - 50 Titleist Pro V1 and V1x Recycled and Used Balls - Includes Mesh Carrying Bag - Good Condition\", \"asin\": \"B0D9PJ5FZ1\", \"price\": \"$68.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:37.032Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorfull used balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality\", \"asin\": \"B0C8BGSF35\", \"price\": \"$48.75\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More\", \"asin\": \"B0CVV94511\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men\", \"asin\": \"B0CWQ5MK9R\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Callaway\", \"asin\": \"B09NCL8W7M\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway 2023 Supersoft Personalized Golf Balls\", \"asin\": \"B0BVN159HK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Srixon Soft Feel 12 Personalized Golf Balls, White\", \"asin\": \"B09L4B9V8S\", \"price\": \"$31.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"5a / Mint\", \"asin\": \"B09QQSGW7J\"},\n{\"title\": \"4a / Near Mint\", \"asin\": \"B0BCSN1XVD\"},\n{\"title\": \"3a / Good\", \"asin\": \"B09QLHXRHH\"}],\n\"search_results\": [{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More\", \"asin\": \"B0CVV94511\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"Jerify 50 Pcs Practice Golf Balls Bulk 45g Solid Rubber Golf Training Balls High Bounce Performance for Hit Away Swing Driving Range Indoor Outdoor Training(White)\", \"asin\": \"B0B79Q6LBY\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QS2ZHRT\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)\", \"asin\": \"B078JS6XSM\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White\", \"asin\": \"B0CVFHGY3Y\", \"price\": \"$21.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size\", \"asin\": \"B0017PRSW0\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"WILSON Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White\", \"asin\": \"B00TX6YQQQ\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls\", \"asin\": \"B07WCBVW24\", \"price\": \"$34.95\", \"delivery\": \"$9 delivery Tue, Apr 15\"},\n{\"title\": \"Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice\", \"asin\": \"B0B3MNJLFN\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson\", \"asin\": \"B0DTTLWH37\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack\", \"asin\": \"B00CK8TBFA\", \"price\": \"$63.87\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White\", \"asin\": \"B074ZPLDS8\", \"price\": \"$45.70\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"Top Flite Recycled Golf Balls\", \"asin\": \"B00KXO8FP0\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Nitro Golf Crossfire 45 Ball Pack Golf Balls, White\", \"asin\": \"B07GNWD6NP\", \"price\": \"$28.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"delivery\": \"$9.99 delivery Apr 9 - 14 Or fastest delivery Apr 8 - 10\"},\n{\"title\": \"AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training\", \"asin\": \"B0DSK7T2S5\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09MZSGD1V\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Titleist Golf Balls\", \"asin\": \"B00LHP0EPS\", \"price\": \"$32.04\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B08LQZ15FT\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)\", \"asin\": \"B088814QHP\", \"price\": \"$32.93\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"LostGolfBalls - 24 Titleist Yellow Tour Soft Golf Balls in Pristine Condition, 2023 Year Model, Like New Quality, No Logos, No Player Markings, Recycled Used Golf Balls, Yellow\", \"asin\": \"B0CVFGPBY6\", \"price\": \"$28.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag\", \"asin\": \"B0CZWLV34H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition\", \"asin\": \"B09QLHXRHH\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon\", \"asin\": \"B09Q84DJBJ\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White\", \"asin\": \"B07G5Z599N\", \"price\": \"$33.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"PG Golf Ball Mix\", \"asin\": \"B0888V671R\", \"price\": \"$39.37\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet Used Golf Balls for Kirkland Signature 4A/Near Mint\", \"asin\": \"B09NZ4XSWL\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B0C3MX5FD8\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 72 Used Golf Balls for Taylormade in Mesh Bag 3A/2A Condition\", \"asin\": \"B09TRYH8DW\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag\", \"asin\": \"B09K11J4G2\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Afford-A-Ball Golf. (50, 100, 300 Count) Hit Away Used and Recycled shag Golf Balls. Miscellaneous shag (2A) Golf Balls. Golf Supplies for Men & Women. Backyard practic Golf Balls.\", \"asin\": \"B0CZP9C8QL\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland\", \"asin\": \"B0DP1BCL8G\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Apr 13 - 18 for Prime members\"},\n{\"title\": \"Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality\", \"asin\": \"B0C8BGSF35\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09L5DXB2X\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag\", \"asin\": \"B09K9JGZYQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Clean Green Golf Balls 24 Recycled Used Golf Balls for Callaway ERC Triple Track Golf Ball Bulk Mix - Cheap Golf Balls Good Condition - includes for Callaway Golf Balls for Men and Mesh Carrying Bag\", \"asin\": \"B09MSQKBGP\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls\", \"asin\": \"B0CWNLWZ36\", \"price\": \"$67.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pinnacle Recycled Golf Balls (36 pk)\", \"asin\": \"B0BV4WR1VH\", \"price\": \"$28.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Reload Recycled Golf Balls\", \"asin\": \"B00KXNUI7E\", \"price\": \"$12.99\", \"delivery\": \"$6.95 delivery Apr 9 - 11\"},\n{\"title\": \"50 TITLEIST PRO V1 2014 AAAAA Mint Used Golf Balls\", \"asin\": \"B00KY647A4\", \"price\": \"$61.94\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Titleist Pro V1 / Pro V1X Refurbished Golf Balls\", \"asin\": \"B005P75YIQ\", \"price\": \"$21.45\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"Golf Ball Planet 72 Store Line Assorted Used Recycled Golf Balls in Mesh Bag 4A/3A Condition\", \"asin\": \"B09Q77RJ9R\", \"price\": \"$53.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Golf Warbird Golf Balls\", \"asin\": \"B0CP4GH99S\", \"price\": \"$39.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Titleist Titleist\", \"asin\": \"B00KXNUI1K\", \"price\": \"$24.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Noodle Long & Soft Golf Ball\", \"asin\": \"B09F5FN7DT\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition\", \"asin\": \"B09Q4SXCGT\", \"price\": \"$68.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Speed Soft Ink Golf Balls\", \"asin\": \"B0CP9RCXKX\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Green Golf Ball Mix - 50 Titleist Pro V1 and V1x Recycled and Used Balls - Includes Mesh Carrying Bag - Good Condition\", \"asin\": \"B0D9PJ5FZ1\", \"price\": \"$68.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:39.504Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:28:39.504Z
|
click
|
search
|
rule
|
train
| 2,648 |
2025-04-06T23:28:39.504Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf colorfull used balls"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$39.99", "quantity": ""},
{"title": "Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality", "asin": "B0C8BGSF35", "price": "$48.75", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CVV94511", "price": "$44.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men", "asin": "B0CWQ5MK9R", "price": "$38.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Callaway", "asin": "B09NCL8W7M", "price": "$52.99", "quantity": ""},
{"title": "Callaway 2023 Supersoft Personalized Golf Balls", "asin": "B0BVN159HK", "price": "$39.99", "quantity": ""},
{"title": "Srixon Soft Feel 12 Personalized Golf Balls, White", "asin": "B09L4B9V8S", "price": "$31.95", "quantity": ""}],
"ads": [{"title": "5a / Mint", "asin": "B09QQSGW7J"},
{"title": "4a / Near Mint", "asin": "B0BCSN1XVD"},
{"title": "3a / Good", "asin": "B09QLHXRHH"}],
"search_results": [{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CVV94511", "price": "$44.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "Jerify 50 Pcs Practice Golf Balls Bulk 45g Solid Rubber Golf Training Balls High Bounce Performance for Hit Away Swing Driving Range Indoor Outdoor Training(White)", "asin": "B0B79Q6LBY", "price": "$45.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QS2ZHRT", "price": "$42.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "100 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B00CZD1JYQ", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)", "asin": "B078JS6XSM", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White", "asin": "B0CVFHGY3Y", "price": "$21.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size", "asin": "B0017PRSW0", "price": "$18.99", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "WILSON Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White", "asin": "B00TX6YQQQ", "price": "$45.99", "delivery": "FREE delivery Apr 9 - 11"},
{"title": "Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls", "asin": "B07WCBVW24", "price": "$34.95", "delivery": "$9 delivery Tue, Apr 15"},
{"title": "Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice", "asin": "B0B3MNJLFN", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson", "asin": "B0DTTLWH37", "price": "$39.00", "delivery": "FREE delivery Apr 11 - 15"},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$39.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9"},
{"title": "50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack", "asin": "B00CK8TBFA", "price": "$63.87", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White", "asin": "B074ZPLDS8", "price": "$45.70", "delivery": "FREE delivery Apr 10 - 14"},
{"title": "Top Flite Recycled Golf Balls", "asin": "B00KXO8FP0", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Nitro Golf Crossfire 45 Ball Pack Golf Balls, White", "asin": "B07GNWD6NP", "price": "$28.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)", "asin": "B0BNJZD6MD", "price": "$84.99", "delivery": "$9.99 delivery Apr 9 - 14 Or fastest delivery Apr 8 - 10"},
{"title": "AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training", "asin": "B0DSK7T2S5", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag", "asin": "B09MZSGD1V", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Titleist Golf Balls", "asin": "B00LHP0EPS", "price": "$32.04", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B08LQZ15FT", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)", "asin": "B088814QHP", "price": "$32.93", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "LostGolfBalls - 24 Titleist Yellow Tour Soft Golf Balls in Pristine Condition, 2023 Year Model, Like New Quality, No Logos, No Player Markings, Recycled Used Golf Balls, Yellow", "asin": "B0CVFGPBY6", "price": "$28.90", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag", "asin": "B0CZWLV34H", "price": "$29.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet", "asin": "B09F5VV8DW", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition", "asin": "B09QLHXRHH", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon", "asin": "B09Q84DJBJ", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White", "asin": "B07G5Z599N", "price": "$33.89", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag", "asin": "B09JL6S4MJ", "price": "$31.99", "delivery": "FREE delivery Apr 12 - 16 for Prime members"},
{"title": "100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag", "asin": "B09CQFLGM6", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "PG Golf Ball Mix", "asin": "B0888V671R", "price": "$39.37", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet Used Golf Balls for Kirkland Signature 4A/Near Mint", "asin": "B09NZ4XSWL", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B0C3MX5FD8", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Distance+ Golf Balls", "asin": "B08QSL9XQW", "price": "$19.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 72 Used Golf Balls for Taylormade in Mesh Bag 3A/2A Condition", "asin": "B09TRYH8DW", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag", "asin": "B09K11J4G2", "price": "$38.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Afford-A-Ball Golf. (50, 100, 300 Count) Hit Away Used and Recycled shag Golf Balls. Miscellaneous shag (2A) Golf Balls. Golf Supplies for Men & Women. Backyard practic Golf Balls.", "asin": "B0CZP9C8QL", "price": "$28.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland", "asin": "B0DP1BCL8G", "price": "$42.99", "delivery": "FREE delivery Apr 13 - 18 for Prime members"},
{"title": "Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality", "asin": "B0C8BGSF35", "price": "$48.75", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "B09L5DXB2X", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag", "asin": "B09K9JGZYQ", "price": "$39.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Clean Green Golf Balls 24 Recycled Used Golf Balls for Callaway ERC Triple Track Golf Ball Bulk Mix - Cheap Golf Balls Good Condition - includes for Callaway Golf Balls for Men and Mesh Carrying Bag", "asin": "B09MSQKBGP", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls", "asin": "B0CWNLWZ36", "price": "$67.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Pinnacle Recycled Golf Balls (36 pk)", "asin": "B0BV4WR1VH", "price": "$28.63", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Reload Recycled Golf Balls", "asin": "B00KXNUI7E", "price": "$12.99", "delivery": "$6.95 delivery Apr 9 - 11"},
{"title": "50 TITLEIST PRO V1 2014 AAAAA Mint Used Golf Balls", "asin": "B00KY647A4", "price": "$61.94", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "Titleist Pro V1 / Pro V1X Refurbished Golf Balls", "asin": "B005P75YIQ", "price": "$21.45", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "Golf Ball Planet 72 Store Line Assorted Used Recycled Golf Balls in Mesh Bag 4A/3A Condition", "asin": "B09Q77RJ9R", "price": "$53.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Callaway Golf Warbird Golf Balls", "asin": "B0CP4GH99S", "price": "$39.94", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Titleist Titleist", "asin": "B00KXNUI1K", "price": "$24.07", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Noodle Long & Soft Golf Ball", "asin": "B09F5FN7DT", "price": "$18.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition", "asin": "B09Q4SXCGT", "price": "$68.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "TaylorMade Golf Speed Soft Ink Golf Balls", "asin": "B0CP9RCXKX", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Clean Green Golf Ball Mix - 50 Titleist Pro V1 and V1x Recycled and Used Balls - Includes Mesh Carrying Bag - Good Condition", "asin": "B0D9PJ5FZ1", "price": "$68.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:28:39.504Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:28:39.504Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:28:39.504Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2648,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorfull used balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality\", \"asin\": \"B0C8BGSF35\", \"price\": \"$48.75\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More\", \"asin\": \"B0CVV94511\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men\", \"asin\": \"B0CWQ5MK9R\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Callaway\", \"asin\": \"B09NCL8W7M\", \"price\": \"$52.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway 2023 Supersoft Personalized Golf Balls\", \"asin\": \"B0BVN159HK\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Srixon Soft Feel 12 Personalized Golf Balls, White\", \"asin\": \"B09L4B9V8S\", \"price\": \"$31.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"5a / Mint\", \"asin\": \"B09QQSGW7J\"},\n{\"title\": \"4a / Near Mint\", \"asin\": \"B0BCSN1XVD\"},\n{\"title\": \"3a / Good\", \"asin\": \"B09QLHXRHH\"}],\n\"search_results\": [{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More\", \"asin\": \"B0CVV94511\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"Jerify 50 Pcs Practice Golf Balls Bulk 45g Solid Rubber Golf Training Balls High Bounce Performance for Hit Away Swing Driving Range Indoor Outdoor Training(White)\", \"asin\": \"B0B79Q6LBY\", \"price\": \"$45.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QS2ZHRT\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)\", \"asin\": \"B078JS6XSM\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White\", \"asin\": \"B0CVFHGY3Y\", \"price\": \"$21.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size\", \"asin\": \"B0017PRSW0\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"WILSON Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White\", \"asin\": \"B00TX6YQQQ\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Personalized Certified Refinished Pro V1 Mint Golf Balls (1 Dozen)- Custom Golf Balls\", \"asin\": \"B07WCBVW24\", \"price\": \"$34.95\", \"delivery\": \"$9 delivery Tue, Apr 15\"},\n{\"title\": \"Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice\", \"asin\": \"B0B3MNJLFN\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson\", \"asin\": \"B0DTTLWH37\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack\", \"asin\": \"B00CK8TBFA\", \"price\": \"$63.87\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White\", \"asin\": \"B074ZPLDS8\", \"price\": \"$45.70\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"Top Flite Recycled Golf Balls\", \"asin\": \"B00KXO8FP0\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Nitro Golf Crossfire 45 Ball Pack Golf Balls, White\", \"asin\": \"B07GNWD6NP\", \"price\": \"$28.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"delivery\": \"$9.99 delivery Apr 9 - 14 Or fastest delivery Apr 8 - 10\"},\n{\"title\": \"AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training\", \"asin\": \"B0DSK7T2S5\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09MZSGD1V\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Titleist Golf Balls\", \"asin\": \"B00LHP0EPS\", \"price\": \"$32.04\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Golf Ball Planet 72 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B08LQZ15FT\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)\", \"asin\": \"B088814QHP\", \"price\": \"$32.93\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"LostGolfBalls - 24 Titleist Yellow Tour Soft Golf Balls in Pristine Condition, 2023 Year Model, Like New Quality, No Logos, No Player Markings, Recycled Used Golf Balls, Yellow\", \"asin\": \"B0CVFGPBY6\", \"price\": \"$28.90\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag\", \"asin\": \"B0CZWLV34H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition\", \"asin\": \"B09QLHXRHH\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon\", \"asin\": \"B09Q84DJBJ\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White\", \"asin\": \"B07G5Z599N\", \"price\": \"$33.89\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Apr 12 - 16 for Prime members\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"PG Golf Ball Mix\", \"asin\": \"B0888V671R\", \"price\": \"$39.37\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet Used Golf Balls for Kirkland Signature 4A/Near Mint\", \"asin\": \"B09NZ4XSWL\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B0C3MX5FD8\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Distance+ Golf Balls\", \"asin\": \"B08QSL9XQW\", \"price\": \"$19.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 72 Used Golf Balls for Taylormade in Mesh Bag 3A/2A Condition\", \"asin\": \"B09TRYH8DW\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag\", \"asin\": \"B09K11J4G2\", \"price\": \"$38.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Afford-A-Ball Golf. (50, 100, 300 Count) Hit Away Used and Recycled shag Golf Balls. Miscellaneous shag (2A) Golf Balls. Golf Supplies for Men & Women. Backyard practic Golf Balls.\", \"asin\": \"B0CZP9C8QL\", \"price\": \"$28.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland\", \"asin\": \"B0DP1BCL8G\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Apr 13 - 18 for Prime members\"},\n{\"title\": \"Taylormade Recycled Golf Balls Mix (Pack of 50) - Near Mint Quality\", \"asin\": \"B0C8BGSF35\", \"price\": \"$48.75\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09L5DXB2X\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag\", \"asin\": \"B09K9JGZYQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Clean Green Golf Balls 24 Recycled Used Golf Balls for Callaway ERC Triple Track Golf Ball Bulk Mix - Cheap Golf Balls Good Condition - includes for Callaway Golf Balls for Men and Mesh Carrying Bag\", \"asin\": \"B09MSQKBGP\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls\", \"asin\": \"B0CWNLWZ36\", \"price\": \"$67.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Pinnacle Recycled Golf Balls (36 pk)\", \"asin\": \"B0BV4WR1VH\", \"price\": \"$28.63\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Reload Recycled Golf Balls\", \"asin\": \"B00KXNUI7E\", \"price\": \"$12.99\", \"delivery\": \"$6.95 delivery Apr 9 - 11\"},\n{\"title\": \"50 TITLEIST PRO V1 2014 AAAAA Mint Used Golf Balls\", \"asin\": \"B00KY647A4\", \"price\": \"$61.94\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"Titleist Pro V1 / Pro V1X Refurbished Golf Balls\", \"asin\": \"B005P75YIQ\", \"price\": \"$21.45\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"Golf Ball Planet 72 Store Line Assorted Used Recycled Golf Balls in Mesh Bag 4A/3A Condition\", \"asin\": \"B09Q77RJ9R\", \"price\": \"$53.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Callaway Golf Warbird Golf Balls\", \"asin\": \"B0CP4GH99S\", \"price\": \"$39.94\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Titleist Titleist\", \"asin\": \"B00KXNUI1K\", \"price\": \"$24.07\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Noodle Long & Soft Golf Ball\", \"asin\": \"B09F5FN7DT\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition\", \"asin\": \"B09Q4SXCGT\", \"price\": \"$68.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"TaylorMade Golf Speed Soft Ink Golf Balls\", \"asin\": \"B0CP9RCXKX\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Green Golf Ball Mix - 50 Titleist Pro V1 and V1x Recycled and Used Balls - Includes Mesh Carrying Bag - Good Condition\", \"asin\": \"B0D9PJ5FZ1\", \"price\": \"$68.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:28:39.504Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorful used balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Colorful Matte/Glossy Assorted Brands/Colors Half Dozen Recycled Golf Balls - Pack of 6\", \"asin\": \"B08NMY9LWH\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Bridgestone Golf Balls White Mix - Used for Bridgestone e6, e12 Golf Balls, Tour BX and BRX & More w/ 15 Tees & Mesh Bag\", \"asin\": \"B0D1XWSBMS\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"Srixon Soft Feel 12 Personalized Golf Balls, White\", \"asin\": \"B09L4B9V8S\", \"price\": \"$31.95\", \"quantity\": \"\"},\n{\"title\": \"Funny Golf Balls, 6-Pack Colored Golf Balls - Fun Golf Gifts for All Golfers, Novelty Golf Balls for Kids & Dads, Cool Golf Accessories for Men Gift\", \"asin\": \"B09Q8XR2JG\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"GBM Be Cool Unicorn Golf Balls - 12 Pack Multicolor Novelty Imprinted with Be Cool Unicorn Designs for Golf Enthusiasts\", \"asin\": \"B09BWY9LBT\", \"price\": \"$29.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KINGTOP EverGlow Glow in The Dark Golf Ball - Light Activated 7-Color LED Golf Balls, Light up Ball with Fluorescent Tees and Storage Bag, Fun Night Golfing Gift for Men and Women\", \"asin\": \"B0DJ8PTN7V\"},\n{\"title\": \"KINGTOP Classic Glow in The Dark Golf Balls with 10-Minute Reset Timer, Super Bright Light Up LED Golf Balls - with Glowing Tees and Storage Bag - Novelty Night Golfing Gift for Men and Women\", \"asin\": \"B0DCFWFJ38\"},\n{\"title\": \"KINGTOP RainbowFlash Glow in The Dark Golf Balls - Multicolor Flashing LED Golf Ball Light up Backyard Putting Green, 10-Minute Reset Timer - with Glow Tees and Organizer Bag for Night Golfing\", \"asin\": \"B0DJ8NB72B\"}],\n\"search_results\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32HVGLN\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 10 - 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Teloon Pressure Training Tennis Balls-12 or 18 Count-Mesh Carry Bag\\uff0c4 Colors Available\\uff0cPressureless Training Exercise Tennis Balls for Beginners.\", \"asin\": \"B092D4MQZW\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men\", \"asin\": \"B0CWQ5MK9R\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09MZSGD1V\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Nitro Ultimate Distance Golf Ball (15-Pack), Multi-Colored\", \"asin\": \"B00JJQQIIE\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"50 Colored Recycled Value Golf Balls in Mesh Bag, 5A/4A (Mint/Near-Mint), Multi-Color\", \"asin\": \"B0DPJJNX74\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men\", \"asin\": \"B0CVWZ189F\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice\", \"asin\": \"B0B3MNJLFN\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Used Golf Balls Bulk (96 Pack) - White Golf Supplies \\u2013 Golf Accessories for Men & Women - Long Distance Golf Balls \\u2013 Ideal Gifts for Golfers\", \"asin\": \"B0CPGYK87B\", \"price\": \"$81.60\", \"delivery\": \"$8.99 delivery Tue, Apr 15 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson\", \"asin\": \"B0DTTLWH37\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B0BSG8GQ3D\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09L5DXB2X\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Long Distance Peak Performance Golf Balls (15PK) All Levels-Nitro White Out 70 Compression High Velocity White Hot Core Long Distance Golf Balls USGA Approved-Total of 15-Multi-color\", \"asin\": \"B00JJQQM0S\", \"price\": \"$14.61\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag\", \"asin\": \"B0CZWLV34H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B0997R9BS4\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"AODELAN 12 Pack Golf Practice Ball, 85 Compression Single Layer Rubber Solid Ball with a Soft and Sensitive Touch for Distance Golf Skill Improvement Exercises\", \"asin\": \"B0DT6TZ1CT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training\", \"asin\": \"B0DSK7T2S5\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Professional Golf Crystal Golf Ball Mix - Great Crystal Colors & Styles! 50 Mint Quality Used Crystal Golf Balls (AAAAA Blue Green Orange Yellow Mix), Model Number: 50PK-Crystal Mix\", \"asin\": \"B0887LNSWF\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"100% Recycled Golf Balls - Handpicked & Assorted TL Models Used Golf Ball Bag - Ready to Play 3A / AAA/C Grade Golf Ball - 50 Pack Ball Assorted Models\", \"asin\": \"B0BZXS2X7R\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"WILSON 2024 Chaos Golf Balls - 24 Balls\", \"asin\": \"B0CQMSWN65\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Balls 48 Colored Mix - Good Condition - Ready to Play (RTP) - Recycled Used Golf Balls\", \"asin\": \"B0B1CJKHNH\", \"price\": \"$47.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"48-Pack Clean Green Recycled Yellow Golf Balls - Neon Colored - Used Good Condition - Includes Mesh Carry Bag - Cheap Golf Balls for Men and Women\", \"asin\": \"B09JYJHKD7\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Thorza Colored Golf Balls - Multicolored Set of 6, 12, 24 for Kids Mini Golf, Putting Practice and Children Training\", \"asin\": \"B07ZWHXGG7\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Nitro Maximum Distance Golf Ball (12-Pack)\", \"asin\": \"B00HB083SI\", \"price\": \"$12.87\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nitro Golf Glycerin 15 Ball Pack Nitro Golf Balls\", \"asin\": \"B07GP14BRR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"B00JJQQJ3S\", \"price\": \"$13.68\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100% Recycled Golf Balls - Handpicked & Assorted HIT Away Used Golf Ball Bag - Ready to Play - Ideal for Driving Range Practice & Course Training\", \"asin\": \"B0BYB59W5T\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Titleist Golf Balls\", \"asin\": \"B00TX6YQO8\", \"price\": \"$50.97\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)\", \"asin\": \"B078JS6XSM\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Assorted Recycle Golf Balls Hit Away Practice Recycled Golf Balls (Pack of 200)\", \"asin\": \"B00QZCOJX6\", \"price\": \"$74.75\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White\", \"asin\": \"B074ZPLDS8\", \"price\": \"$45.70\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"Golf Ball House\\u202615 Supersoft Golf Balls for Callaway/Matte Red/Near Mint (AAAA) / Used-Recycled w/Mesh Bag\", \"asin\": \"B0DVHRNJZT\", \"price\": \"$23.95\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Clean Green Golf Balls 48 Orange Golf Balls of Various Brand Names - Good Condition Grade - May Include Brands for Callaway, Titleist, Top-Flite, Nitro, Wilson and More - Includes Mesh Carrying Bag\", \"asin\": \"B09M4BSFL1\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Zero Friction Spectra Golf Balls\", \"asin\": \"B078SVST8G\", \"price\": \"$16.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)\", \"asin\": \"B088814QHP\", \"price\": \"$32.93\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack\", \"asin\": \"B00CK8TBFA\", \"price\": \"$63.87\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Crestgolf Colored Class Practice Golf Balls Pack of 6\", \"asin\": \"B01KLA4DH4\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls\", \"asin\": \"B0CWNLWZ36\", \"price\": \"$67.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Golf Ball Planet Pro V1 Mixed Years Used Golf Balls 4A/Near Mint\", \"asin\": \"B0CTWCGW62\", \"price\": \"$65.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Used and Recycled for Taylormade Mix Mint 5A (White & Yellow) (24 & 48) Golf Balls Mesh Bag Included\", \"asin\": \"B09QZ5GT26\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland\", \"asin\": \"B0DP1BCL8G\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Apr 13 - 18 for Prime members\"},\n{\"title\": \"Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition\", \"asin\": \"B09QLHXRHH\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Color Recycled Golf Balls Mix (Pack of 50)\", \"asin\": \"B072K3P8S7\", \"price\": \"$42.27\", \"delivery\": \"FREE delivery Apr 10 - May 19 Or fastest delivery Apr 9 - May 15\"},\n{\"title\": \"Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag\", \"asin\": \"B09K9JGZYQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\", \"asin\": \"B0CKCW5JMZ\", \"price\": \"$28.45\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon\", \"asin\": \"B09Q84DJBJ\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"WILSON Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White\", \"asin\": \"B00TX6YQQQ\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size\", \"asin\": \"B0017PRSW0\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"US Games color My Class Golf Balls (Prism Pack)\", \"asin\": \"B005HEAA6I\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:29:19.447Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:29:19.447Z
|
click_product
|
B09MZSGD1V
|
rule
|
train
| 2,649 |
2025-04-06T23:29:19.447Z
|
click_product
|
B09MZSGD1V
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf colorful used balls"}],
"promotion_items": [{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "", "asin": "", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Planet 600 Hit Away Used Golf Balls", "asin": "B08KHW8FP8", "price": "$269.99", "quantity": ""},
{"title": "Colorful Matte/Glossy Assorted Brands/Colors Half Dozen Recycled Golf Balls - Pack of 6", "asin": "B08NMY9LWH", "price": "$9.95", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Recycled for Bridgestone Golf Balls White Mix - Used for Bridgestone e6, e12 Golf Balls, Tour BX and BRX & More w/ 15 Tees & Mesh Bag", "asin": "B0D1XWSBMS", "price": "$45.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "Srixon Soft Feel 12 Personalized Golf Balls, White", "asin": "B09L4B9V8S", "price": "$31.95", "quantity": ""},
{"title": "Funny Golf Balls, 6-Pack Colored Golf Balls - Fun Golf Gifts for All Golfers, Novelty Golf Balls for Kids & Dads, Cool Golf Accessories for Men Gift", "asin": "B09Q8XR2JG", "price": "$13.99", "quantity": ""},
{"title": "Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)", "asin": "B074JL25QB", "price": "$24.99", "quantity": ""},
{"title": "Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp", "asin": "B0BRW5LZ66", "price": "$39.99", "quantity": ""},
{"title": "GBM Be Cool Unicorn Golf Balls - 12 Pack Multicolor Novelty Imprinted with Be Cool Unicorn Designs for Golf Enthusiasts", "asin": "B09BWY9LBT", "price": "$29.95", "quantity": ""}],
"ads": [{"title": "KINGTOP EverGlow Glow in The Dark Golf Ball - Light Activated 7-Color LED Golf Balls, Light up Ball with Fluorescent Tees and Storage Bag, Fun Night Golfing Gift for Men and Women", "asin": "B0DJ8PTN7V"},
{"title": "KINGTOP Classic Glow in The Dark Golf Balls with 10-Minute Reset Timer, Super Bright Light Up LED Golf Balls - with Glowing Tees and Storage Bag - Novelty Night Golfing Gift for Men and Women", "asin": "B0DCFWFJ38"},
{"title": "KINGTOP RainbowFlash Glow in The Dark Golf Balls - Multicolor Flashing LED Golf Ball Light up Backyard Putting Green, 10-Minute Reset Timer - with Glow Tees and Organizer Bag for Night Golfing", "asin": "B0DJ8NB72B"}],
"search_results": [{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32HVGLN", "price": "$49.99", "delivery": "FREE delivery Apr 10 - 14 Only 1 left in stock - order soon."},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "Teloon Pressure Training Tennis Balls-12 or 18 Count-Mesh Carry Bag\uff0c4 Colors Available\uff0cPressureless Training Exercise Tennis Balls for Beginners.", "asin": "B092D4MQZW", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men", "asin": "B0CWQ5MK9R", "price": "$38.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members Only 7 left in stock - order soon."},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag", "asin": "B09MZSGD1V", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Nitro Ultimate Distance Golf Ball (15-Pack), Multi-Colored", "asin": "B00JJQQIIE", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "50 Colored Recycled Value Golf Balls in Mesh Bag, 5A/4A (Mint/Near-Mint), Multi-Color", "asin": "B0DPJJNX74", "price": "$44.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men", "asin": "B0CVWZ189F", "price": "$25.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice", "asin": "B0B3MNJLFN", "price": "$30.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Used Golf Balls Bulk (96 Pack) - White Golf Supplies \u2013 Golf Accessories for Men & Women - Long Distance Golf Balls \u2013 Ideal Gifts for Golfers", "asin": "B0CPGYK87B", "price": "$81.60", "delivery": "$8.99 delivery Tue, Apr 15 Or fastest delivery Apr 8 - 9"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson", "asin": "B0DTTLWH37", "price": "$39.00", "delivery": "FREE delivery Apr 11 - 15"},
{"title": "Golf Ball Planet 600 Hit Away Used Golf Balls", "asin": "B08KHW8FP8", "price": "$269.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women", "asin": "B0BSG8GQ3D", "price": "$69.99", "delivery": "FREE delivery Apr 11 - 15"},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "B09L5DXB2X", "price": "$31.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Long Distance Peak Performance Golf Balls (15PK) All Levels-Nitro White Out 70 Compression High Velocity White Hot Core Long Distance Golf Balls USGA Approved-Total of 15-Multi-color", "asin": "B00JJQQM0S", "price": "$14.61", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag", "asin": "B0CZWLV34H", "price": "$29.99", "delivery": "FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10"},
{"title": "40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor", "asin": "B0997R9BS4", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "AODELAN 12 Pack Golf Practice Ball, 85 Compression Single Layer Rubber Solid Ball with a Soft and Sensitive Touch for Distance Golf Skill Improvement Exercises", "asin": "B0DT6TZ1CT", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training", "asin": "B0DSK7T2S5", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Professional Golf Crystal Golf Ball Mix - Great Crystal Colors & Styles! 50 Mint Quality Used Crystal Golf Balls (AAAAA Blue Green Orange Yellow Mix), Model Number: 50PK-Crystal Mix", "asin": "B0887LNSWF", "price": "$49.99", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9"},
{"title": "100% Recycled Golf Balls - Handpicked & Assorted TL Models Used Golf Ball Bag - Ready to Play 3A / AAA/C Grade Golf Ball - 50 Pack Ball Assorted Models", "asin": "B0BZXS2X7R", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "WILSON 2024 Chaos Golf Balls - 24 Balls", "asin": "B0CQMSWN65", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Balls 48 Colored Mix - Good Condition - Ready to Play (RTP) - Recycled Used Golf Balls", "asin": "B0B1CJKHNH", "price": "$47.10", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "48-Pack Clean Green Recycled Yellow Golf Balls - Neon Colored - Used Good Condition - Includes Mesh Carry Bag - Cheap Golf Balls for Men and Women", "asin": "B09JYJHKD7", "price": "$44.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "Thorza Colored Golf Balls - Multicolored Set of 6, 12, 24 for Kids Mini Golf, Putting Practice and Children Training", "asin": "B07ZWHXGG7", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Nitro Maximum Distance Golf Ball (12-Pack)", "asin": "B00HB083SI", "price": "$12.87", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nitro Golf Glycerin 15 Ball Pack Nitro Golf Balls", "asin": "B07GP14BRR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange", "asin": "B00JJQQJ3S", "price": "$13.68", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100% Recycled Golf Balls - Handpicked & Assorted HIT Away Used Golf Ball Bag - Ready to Play - Ideal for Driving Range Practice & Course Training", "asin": "B0BYB59W5T", "price": "$44.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Titleist Golf Balls", "asin": "B00TX6YQO8", "price": "$50.97", "delivery": "FREE delivery Apr 9 - 11"},
{"title": "100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet", "asin": "B09F5VV8DW", "price": "$54.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)", "asin": "B078JS6XSM", "price": "$54.45", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Assorted Recycle Golf Balls Hit Away Practice Recycled Golf Balls (Pack of 200)", "asin": "B00QZCOJX6", "price": "$74.75", "delivery": "FREE delivery Apr 10 - 14"},
{"title": "72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White", "asin": "B074ZPLDS8", "price": "$45.70", "delivery": "FREE delivery Apr 10 - 14"},
{"title": "Golf Ball House\u202615 Supersoft Golf Balls for Callaway/Matte Red/Near Mint (AAAA) / Used-Recycled w/Mesh Bag", "asin": "B0DVHRNJZT", "price": "$23.95", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Clean Green Golf Balls 48 Orange Golf Balls of Various Brand Names - Good Condition Grade - May Include Brands for Callaway, Titleist, Top-Flite, Nitro, Wilson and More - Includes Mesh Carrying Bag", "asin": "B09M4BSFL1", "price": "$42.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Zero Friction Spectra Golf Balls", "asin": "B078SVST8G", "price": "$16.69", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)", "asin": "B088814QHP", "price": "$32.93", "delivery": "FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11"},
{"title": "50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack", "asin": "B00CK8TBFA", "price": "$63.87", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "100 Ball Mesh Bag Hit Away Practice Used Golf Balls", "asin": "B00CZD1JYQ", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag", "asin": "B09CQFLGM6", "price": "$47.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Crestgolf Colored Class Practice Golf Balls Pack of 6", "asin": "B01KLA4DH4", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 8"},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls", "asin": "B0CWNLWZ36", "price": "$67.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag", "asin": "B09JL6S4MJ", "price": "$31.99", "delivery": "FREE delivery Sat, Apr 12 for Prime members"},
{"title": "Golf Ball Planet Pro V1 Mixed Years Used Golf Balls 4A/Near Mint", "asin": "B0CTWCGW62", "price": "$65.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Used and Recycled for Taylormade Mix Mint 5A (White & Yellow) (24 & 48) Golf Balls Mesh Bag Included", "asin": "B09QZ5GT26", "price": "$28.99", "delivery": "FREE delivery Apr 9 - 11"},
{"title": "Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland", "asin": "B0DP1BCL8G", "price": "$42.99", "delivery": "FREE delivery Apr 13 - 18 for Prime members"},
{"title": "Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition", "asin": "B09QLHXRHH", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "Color Recycled Golf Balls Mix (Pack of 50)", "asin": "B072K3P8S7", "price": "$42.27", "delivery": "FREE delivery Apr 10 - May 19 Or fastest delivery Apr 9 - May 15"},
{"title": "Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag", "asin": "B09K9JGZYQ", "price": "$39.99", "delivery": "FREE delivery Apr 19 - 22 for Prime members"},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "delivery": "FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9"},
{"title": "Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte", "asin": "B0CKCW5JMZ", "price": "$28.45", "delivery": "FREE delivery Apr 11 - 15"},
{"title": "Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon", "asin": "B09Q84DJBJ", "price": "$37.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"},
{"title": "WILSON Profile Distance Golf Ball 36 pack", "asin": "B07VTWXBBS", "price": "$31.30", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White", "asin": "B00TX6YQQQ", "price": "$45.99", "delivery": "FREE delivery Apr 9 - 11"},
{"title": "Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size", "asin": "B0017PRSW0", "price": "$18.99", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "US Games color My Class Golf Balls (Prism Pack)", "asin": "B005HEAA6I", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 7"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:29:19.447Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:29:19.447Z\",\"action\": \"click_product\",\"acion_argument\": \"B09MZSGD1V\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:29:19.447Z\",\"action\": \"click_product\",\"acion_argument\": \"B09MZSGD1V\",}</answer>",
"index": 2649,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorful used balls\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Colorful Matte/Glossy Assorted Brands/Colors Half Dozen Recycled Golf Balls - Pack of 6\", \"asin\": \"B08NMY9LWH\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Bridgestone Golf Balls White Mix - Used for Bridgestone e6, e12 Golf Balls, Tour BX and BRX & More w/ 15 Tees & Mesh Bag\", \"asin\": \"B0D1XWSBMS\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"Srixon Soft Feel 12 Personalized Golf Balls, White\", \"asin\": \"B09L4B9V8S\", \"price\": \"$31.95\", \"quantity\": \"\"},\n{\"title\": \"Funny Golf Balls, 6-Pack Colored Golf Balls - Fun Golf Gifts for All Golfers, Novelty Golf Balls for Kids & Dads, Cool Golf Accessories for Men Gift\", \"asin\": \"B09Q8XR2JG\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Best Practice Golf Balls on The Planet. Perfect for Golf Training. Solid Contact for Great Feedback. Limited Flight for Backyard use. Safe for Indoors. by AlmostGolf (10 Pack Yellow)\", \"asin\": \"B074JL25QB\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Gifts for Men and Women, Golf Accessories Set with Hi-End Case, Golf Balls, Rangefinder, Golf Tees, Brush, Multifunctional Divot Knife, Scorer, Golf Ball Clamp\", \"asin\": \"B0BRW5LZ66\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"GBM Be Cool Unicorn Golf Balls - 12 Pack Multicolor Novelty Imprinted with Be Cool Unicorn Designs for Golf Enthusiasts\", \"asin\": \"B09BWY9LBT\", \"price\": \"$29.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"KINGTOP EverGlow Glow in The Dark Golf Ball - Light Activated 7-Color LED Golf Balls, Light up Ball with Fluorescent Tees and Storage Bag, Fun Night Golfing Gift for Men and Women\", \"asin\": \"B0DJ8PTN7V\"},\n{\"title\": \"KINGTOP Classic Glow in The Dark Golf Balls with 10-Minute Reset Timer, Super Bright Light Up LED Golf Balls - with Glowing Tees and Storage Bag - Novelty Night Golfing Gift for Men and Women\", \"asin\": \"B0DCFWFJ38\"},\n{\"title\": \"KINGTOP RainbowFlash Glow in The Dark Golf Balls - Multicolor Flashing LED Golf Ball Light up Backyard Putting Green, 10-Minute Reset Timer - with Glow Tees and Organizer Bag for Night Golfing\", \"asin\": \"B0DJ8NB72B\"}],\n\"search_results\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32HVGLN\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 10 - 14 Only 1 left in stock - order soon.\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Teloon Pressure Training Tennis Balls-12 or 18 Count-Mesh Carry Bag\\uff0c4 Colors Available\\uff0cPressureless Training Exercise Tennis Balls for Beginners.\", \"asin\": \"B092D4MQZW\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men\", \"asin\": \"B0CWQ5MK9R\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members Only 7 left in stock - order soon.\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09MZSGD1V\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Nitro Ultimate Distance Golf Ball (15-Pack), Multi-Colored\", \"asin\": \"B00JJQQIIE\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"50 Colored Recycled Value Golf Balls in Mesh Bag, 5A/4A (Mint/Near-Mint), Multi-Color\", \"asin\": \"B0DPJJNX74\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men\", \"asin\": \"B0CVWZ189F\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Yunsailing 120 Pcs Plastic Practice Golf Balls Bulk Hollow Training Golf Balls with 2 Pcs Mesh Drawstring Storage Bags for Indoor Outdoor Training and Practice\", \"asin\": \"B0B3MNJLFN\", \"price\": \"$30.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Used Golf Balls Bulk (96 Pack) - White Golf Supplies \\u2013 Golf Accessories for Men & Women - Long Distance Golf Balls \\u2013 Ideal Gifts for Golfers\", \"asin\": \"B0CPGYK87B\", \"price\": \"$81.60\", \"delivery\": \"$8.99 delivery Tue, Apr 15 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls - 50 Good Condition Recycled and Used Golf Balls for Titleist, for Callaway, for Taylormade and Value Brands Like Pinnacle, Top-Flite, Kirkland and Wilson\", \"asin\": \"B0DTTLWH37\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B0BSG8GQ3D\", \"price\": \"$69.99\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09L5DXB2X\", \"price\": \"$31.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Long Distance Peak Performance Golf Balls (15PK) All Levels-Nitro White Out 70 Compression High Velocity White Hot Core Long Distance Golf Balls USGA Approved-Total of 15-Multi-color\", \"asin\": \"B00JJQQM0S\", \"price\": \"$14.61\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag\", \"asin\": \"B0CZWLV34H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 11 - 15 Or fastest delivery Apr 9 - 10\"},\n{\"title\": \"40 Pack Foam Golf Practice Balls - Realistic Feel and Limited Flight Training Balls for Indoor or Outdoor\", \"asin\": \"B0997R9BS4\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"AODELAN 12 Pack Golf Practice Ball, 85 Compression Single Layer Rubber Solid Ball with a Soft and Sensitive Touch for Distance Golf Skill Improvement Exercises\", \"asin\": \"B0DT6TZ1CT\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"AODELAN 12 Pack Practice Golf Balls - Solid Rubber Range Golf Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training\", \"asin\": \"B0DSK7T2S5\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Professional Golf Crystal Golf Ball Mix - Great Crystal Colors & Styles! 50 Mint Quality Used Crystal Golf Balls (AAAAA Blue Green Orange Yellow Mix), Model Number: 50PK-Crystal Mix\", \"asin\": \"B0887LNSWF\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Wed, Apr 9\"},\n{\"title\": \"100% Recycled Golf Balls - Handpicked & Assorted TL Models Used Golf Ball Bag - Ready to Play 3A / AAA/C Grade Golf Ball - 50 Pack Ball Assorted Models\", \"asin\": \"B0BZXS2X7R\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"WILSON 2024 Chaos Golf Balls - 24 Balls\", \"asin\": \"B0CQMSWN65\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Balls 48 Colored Mix - Good Condition - Ready to Play (RTP) - Recycled Used Golf Balls\", \"asin\": \"B0B1CJKHNH\", \"price\": \"$47.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"48-Pack Clean Green Recycled Yellow Golf Balls - Neon Colored - Used Good Condition - Includes Mesh Carry Bag - Cheap Golf Balls for Men and Women\", \"asin\": \"B09JYJHKD7\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"Thorza Colored Golf Balls - Multicolored Set of 6, 12, 24 for Kids Mini Golf, Putting Practice and Children Training\", \"asin\": \"B07ZWHXGG7\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Nitro Maximum Distance Golf Ball (12-Pack)\", \"asin\": \"B00HB083SI\", \"price\": \"$12.87\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nitro Golf Glycerin 15 Ball Pack Nitro Golf Balls\", \"asin\": \"B07GP14BRR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"B00JJQQJ3S\", \"price\": \"$13.68\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100% Recycled Golf Balls - Handpicked & Assorted HIT Away Used Golf Ball Bag - Ready to Play - Ideal for Driving Range Practice & Course Training\", \"asin\": \"B0BYB59W5T\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Titleist Golf Balls\", \"asin\": \"B00TX6YQO8\", \"price\": \"$50.97\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Titleist 36 Pro V1x Used Golf Balls/Mint Refinished AAAAA / (Packaging May Vary)\", \"asin\": \"B078JS6XSM\", \"price\": \"$54.45\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Assorted Recycle Golf Balls Hit Away Practice Recycled Golf Balls (Pack of 200)\", \"asin\": \"B00QZCOJX6\", \"price\": \"$74.75\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White\", \"asin\": \"B074ZPLDS8\", \"price\": \"$45.70\", \"delivery\": \"FREE delivery Apr 10 - 14\"},\n{\"title\": \"Golf Ball House\\u202615 Supersoft Golf Balls for Callaway/Matte Red/Near Mint (AAAA) / Used-Recycled w/Mesh Bag\", \"asin\": \"B0DVHRNJZT\", \"price\": \"$23.95\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Clean Green Golf Balls 48 Orange Golf Balls of Various Brand Names - Good Condition Grade - May Include Brands for Callaway, Titleist, Top-Flite, Nitro, Wilson and More - Includes Mesh Carrying Bag\", \"asin\": \"B09M4BSFL1\", \"price\": \"$42.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Zero Friction Spectra Golf Balls\", \"asin\": \"B078SVST8G\", \"price\": \"$16.69\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Premium Golf Ball Mix - AAAA Yellow Pro Styles, Great Brands. 50 Near Mint Quality Used Golf Balls (50PK-PLYL-2)\", \"asin\": \"B088814QHP\", \"price\": \"$32.93\", \"delivery\": \"FREE delivery Apr 10 - 14 Or fastest delivery Fri, Apr 11\"},\n{\"title\": \"50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack\", \"asin\": \"B00CK8TBFA\", \"price\": \"$63.87\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"100 Ball Mesh Bag Hit Away Practice Used Golf Balls\", \"asin\": \"B00CZD1JYQ\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Crestgolf Colored Class Practice Golf Balls Pack of 6\", \"asin\": \"B01KLA4DH4\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 8\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls for Titleist Pro V1 and Pro V1X Golf Balls Mix w/ 15 Tees and Mesh Bag - Used Golf Balls for Titleist ProV1 and ProV1X Balls\", \"asin\": \"B0CWNLWZ36\", \"price\": \"$67.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Recycled Hit-Away Used Golf Balls - Cheap Bulk Golfballs Perfect for Practice & Range Hitting - Mix Comes in a Mesh Ball Carrying Bag\", \"asin\": \"B09JL6S4MJ\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Sat, Apr 12 for Prime members\"},\n{\"title\": \"Golf Ball Planet Pro V1 Mixed Years Used Golf Balls 4A/Near Mint\", \"asin\": \"B0CTWCGW62\", \"price\": \"$65.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Used and Recycled for Taylormade Mix Mint 5A (White & Yellow) (24 & 48) Golf Balls Mesh Bag Included\", \"asin\": \"B09QZ5GT26\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled and Used Golf Balls for Titleist, Callaway, Taylormade, and Lower Brands Like Pinnacle, Top-Flite, Kirkland\", \"asin\": \"B0DP1BCL8G\", \"price\": \"$42.99\", \"delivery\": \"FREE delivery Apr 13 - 18 for Prime members\"},\n{\"title\": \"Golf Ball Planet 72 Golf Balls Used for Callaway in Mesh Bag 3A/2A Condition\", \"asin\": \"B09QLHXRHH\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"Color Recycled Golf Balls Mix (Pack of 50)\", \"asin\": \"B072K3P8S7\", \"price\": \"$42.27\", \"delivery\": \"FREE delivery Apr 10 - May 19 Or fastest delivery Apr 9 - May 15\"},\n{\"title\": \"Clean Green Golf Balls - 48 Recycled Used Golf Balls in Good Condition - Great for Practice - Includes Reusable Mesh Carrying Bag\", \"asin\": \"B09K9JGZYQ\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Apr 19 - 22 for Prime members\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 9 - 11 Or fastest delivery Apr 8 - 9\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\", \"asin\": \"B0CKCW5JMZ\", \"price\": \"$28.45\", \"delivery\": \"FREE delivery Apr 11 - 15\"},\n{\"title\": \"Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon\", \"asin\": \"B09Q84DJBJ\", \"price\": \"$37.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"},\n{\"title\": \"WILSON Profile Distance Golf Ball 36 pack\", \"asin\": \"B07VTWXBBS\", \"price\": \"$31.30\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Callaway Assorted Models Recycled B/C Grade Golf Balls in Onion Mesh Bag (72-Piece), White\", \"asin\": \"B00TX6YQQQ\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Apr 9 - 11\"},\n{\"title\": \"Reload Recycled Golf Balls (24-Pack) of Nike Golf Balls, White, One Size\", \"asin\": \"B0017PRSW0\", \"price\": \"$18.99\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"US Games color My Class Golf Balls (Prism Pack)\", \"asin\": \"B005HEAA6I\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 7\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:29:19.447Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorful used balls\"}],\n\"product_details\": [{\"asin\": \"B09MZSGD1V\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Item Package Quantity\": \"24\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Colored Mix for Practice & Play \\u2013 Good Condition...\", \"asin\": \"B0F1ZJP651\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMLZ8K6\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013...\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013 Includes Mesh Bag \\u2013 (24-48)-Pack, White\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:29:57.756Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:29:57.756Z
|
click
|
review
|
rule
|
train
| 2,650 |
2025-04-06T23:29:57.756Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "golf colorful used balls"}],
"product_details": [{"asin": "B09MZSGD1V"},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag"},
{"price": "$26.99"},
{"bullet_list": "Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Item Package Quantity": "24"}],
"promotion_items": [{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0BSKRC7K5", "price": "$42.99", "quantity": ""},
{"title": "48 Used Golf Balls \u2013 Recycled Bulk Colored Mix for Practice & Play \u2013 Good Condition...", "asin": "B0F1ZJP651", "price": "$49.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMLZ8K6", "price": "$48.99", "quantity": ""},
{"title": "Golf Ball Planet 600 Hit Away Used Golf Balls", "asin": "B08KHW8FP8", "price": "$269.99", "quantity": ""},
{"title": "Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \u2013...", "asin": "B0CM5B427C", "price": "$24.99", "quantity": ""},
{"title": "GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \u2013 Includes Mesh Bag \u2013 (24-48)-Pack, White", "asin": "B0CM5B427C", "price": "$24.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$49.99", "quantity": ""},
{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0BSKRC7K5", "price": "$42.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:29:57.756Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:29:57.756Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:29:57.756Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2650,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorful used balls\"}],\n\"product_details\": [{\"asin\": \"B09MZSGD1V\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Item Package Quantity\": \"24\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Colored Mix for Practice & Play \\u2013 Good Condition...\", \"asin\": \"B0F1ZJP651\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMLZ8K6\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013...\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013 Includes Mesh Bag \\u2013 (24-48)-Pack, White\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:29:57.756Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorful used balls\"}],\n\"product_details\": [{\"asin\": \"B09MZSGD1V\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Item Package Quantity\": \"24\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Colored Mix for Practice & Play \\u2013 Good Condition...\", \"asin\": \"B0F1ZJP651\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMLZ8K6\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013...\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013 Includes Mesh Bag \\u2013 (24-48)-Pack, White\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:30:10.556Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:30:10.556Z
|
click
|
review
|
rule
|
train
| 2,651 |
2025-04-06T23:30:10.556Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "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": "golf colorful used balls"}],
"product_details": [{"asin": "B09MZSGD1V"},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag"},
{"price": "$26.99"},
{"bullet_list": "Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Item Package Quantity": "24"}],
"promotion_items": [{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0BSKRC7K5", "price": "$42.99", "quantity": ""},
{"title": "48 Used Golf Balls \u2013 Recycled Bulk Colored Mix for Practice & Play \u2013 Good Condition...", "asin": "B0F1ZJP651", "price": "$49.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMLZ8K6", "price": "$48.99", "quantity": ""},
{"title": "Golf Ball Planet 600 Hit Away Used Golf Balls", "asin": "B08KHW8FP8", "price": "$269.99", "quantity": ""},
{"title": "Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \u2013...", "asin": "B0CM5B427C", "price": "$24.99", "quantity": ""},
{"title": "GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \u2013 Includes Mesh Bag \u2013 (24-48)-Pack, White", "asin": "B0CM5B427C", "price": "$24.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$49.99", "quantity": ""},
{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0BSKRC7K5", "price": "$42.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:30:10.556Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:30:10.556Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:30:10.556Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2651,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorful used balls\"}],\n\"product_details\": [{\"asin\": \"B09MZSGD1V\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Item Package Quantity\": \"24\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Colored Mix for Practice & Play \\u2013 Good Condition...\", \"asin\": \"B0F1ZJP651\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMLZ8K6\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013...\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013 Includes Mesh Bag \\u2013 (24-48)-Pack, White\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:30:10.556Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorful used balls\"}],\n\"product_details\": [{\"asin\": \"B09MZSGD1V\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Item Package Quantity\": \"24\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Colored Mix for Practice & Play \\u2013 Good Condition...\", \"asin\": \"B0F1ZJP651\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMLZ8K6\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013...\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013 Includes Mesh Bag \\u2013 (24-48)-Pack, White\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:30:12.656Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:30:12.656Z
|
click
|
review
|
rule
|
train
| 2,652 |
2025-04-06T23:30:12.656Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "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": "golf colorful used balls"}],
"product_details": [{"asin": "B09MZSGD1V"},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag"},
{"price": "$26.99"},
{"bullet_list": "Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Item Package Quantity": "24"}],
"promotion_items": [{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0BSKRC7K5", "price": "$42.99", "quantity": ""},
{"title": "48 Used Golf Balls \u2013 Recycled Bulk Colored Mix for Practice & Play \u2013 Good Condition...", "asin": "B0F1ZJP651", "price": "$49.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMLZ8K6", "price": "$48.99", "quantity": ""},
{"title": "Golf Ball Planet 600 Hit Away Used Golf Balls", "asin": "B08KHW8FP8", "price": "$269.99", "quantity": ""},
{"title": "Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \u2013...", "asin": "B0CM5B427C", "price": "$24.99", "quantity": ""},
{"title": "GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \u2013 Includes Mesh Bag \u2013 (24-48)-Pack, White", "asin": "B0CM5B427C", "price": "$24.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$49.99", "quantity": ""},
{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0BSKRC7K5", "price": "$42.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:30:12.656Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:30:12.656Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:30:12.656Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2652,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorful used balls\"}],\n\"product_details\": [{\"asin\": \"B09MZSGD1V\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Item Package Quantity\": \"24\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Colored Mix for Practice & Play \\u2013 Good Condition...\", \"asin\": \"B0F1ZJP651\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMLZ8K6\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013...\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013 Includes Mesh Bag \\u2013 (24-48)-Pack, White\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:30:12.656Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorful used balls\"}],\n\"product_details\": [{\"asin\": \"B09MZSGD1V\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Item Package Quantity\": \"24\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Colored Mix for Practice & Play \\u2013 Good Condition...\", \"asin\": \"B0F1ZJP651\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMLZ8K6\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013...\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013 Includes Mesh Bag \\u2013 (24-48)-Pack, White\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"B0C4KDXKWL\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KINGTOP LED Golf Hole Light with Anti-Glare Lens - Battery Operated, Glow in The Dark Putting Cup Lights, Ideal for Night Golf, Backyard Practice Putting Green & Golf Parties\", \"asin\": \"B0C4GJSKG3\", \"price\": \"$32.88\", \"quantity\": \"\"},\n{\"title\": \"PEASUG 130 Pcs Golf Tees 3-1/4\\\", 2-3/4\\\" Available, Golf Tees for Men, Natural Bamboo Golf Tee Friendly Biodegradable Material More Stable Reduce Side Spin and Friction as Golf Gifts for Men\", \"asin\": \"B0DW42MYXR\", \"price\": \"$6.69\", \"quantity\": \"\"},\n{\"title\": \"KLAODOT Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)\", \"asin\": \"B07SBQX3FT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"B083J9WZLT\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"Hiboom Golf Putters for Men and Women Two Way Mini Golf Putter with 4 Golf Balls Adjustable Length Kids Putter Bulk for Right or Left Handed Golfers for Children Teenager Junior\", \"asin\": \"B0BZRJ3C49\", \"price\": \"$56.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:30:56.359Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T23:30:56.359Z
|
purchase
|
B09MZSGD1V
|
rule
|
train
| 2,653 |
2025-04-06T23:30:56.359Z
|
purchase
|
B09MZSGD1V
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "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": "golf colorful used balls"}],
"product_details": [{"asin": "B09MZSGD1V"},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag"},
{"price": "$26.99"},
{"bullet_list": "Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Item Package Quantity": "24"}],
"promotion_items": [{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0BSKRC7K5", "price": "$42.99", "quantity": ""},
{"title": "48 Used Golf Balls \u2013 Recycled Bulk Colored Mix for Practice & Play \u2013 Good Condition...", "asin": "B0F1ZJP651", "price": "$49.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMLZ8K6", "price": "$48.99", "quantity": ""},
{"title": "Golf Ball Planet 600 Hit Away Used Golf Balls", "asin": "B08KHW8FP8", "price": "$269.99", "quantity": ""},
{"title": "Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \u2013...", "asin": "B0CM5B427C", "price": "$24.99", "quantity": ""},
{"title": "GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \u2013 Includes Mesh Bag \u2013 (24-48)-Pack, White", "asin": "B0CM5B427C", "price": "$24.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0BPJVTB3M", "price": "$49.99", "quantity": ""},
{"title": "50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White", "asin": "B0D5TZ8MGV", "price": "$34.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0BSKRC7K5", "price": "$42.99", "quantity": ""},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "quantity": ""},
{"title": "Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\"), Enhanced Durability & Stability, Minimize Friction and Side Spin", "asin": "B0C4KDXKWL", "price": "$9.99", "quantity": ""},
{"title": "KINGTOP LED Golf Hole Light with Anti-Glare Lens - Battery Operated, Glow in The Dark Putting Cup Lights, Ideal for Night Golf, Backyard Practice Putting Green & Golf Parties", "asin": "B0C4GJSKG3", "price": "$32.88", "quantity": ""},
{"title": "PEASUG 130 Pcs Golf Tees 3-1/4\", 2-3/4\" Available, Golf Tees for Men, Natural Bamboo Golf Tee Friendly Biodegradable Material More Stable Reduce Side Spin and Friction as Golf Gifts for Men", "asin": "B0DW42MYXR", "price": "$6.69", "quantity": ""},
{"title": "KLAODOT Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\uff0cGifts for Men Dad Him and Golfer", "asin": "B0DFYFM5G8", "price": "$62.99", "quantity": ""},
{"title": "KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)", "asin": "B07SBQX3FT", "price": "$6.99", "quantity": ""},
{"title": "THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction", "asin": "B083J9WZLT", "price": "$7.49", "quantity": ""},
{"title": "Hiboom Golf Putters for Men and Women Two Way Mini Golf Putter with 4 Golf Balls Adjustable Length Kids Putter Bulk for Right or Left Handed Golfers for Children Teenager Junior", "asin": "B0BZRJ3C49", "price": "$56.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T23:30:56.359Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T23:30:56.359Z\",\"action\": \"purchase\",\"acion_argument\": \"B09MZSGD1V\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T23:30:56.359Z\",\"action\": \"purchase\",\"acion_argument\": \"B09MZSGD1V\",}</answer>",
"index": 2653,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"golf colorful used balls\"}],\n\"product_details\": [{\"asin\": \"B09MZSGD1V\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\"},\n{\"price\": \"$26.99\"},\n{\"bullet_list\": \"Will contain a variation Brand Compatible with Nike, Nitro, Wilson, Vice and More Hit the golf course and not worry about losing a Ball again with these Good Condition Balls Let us help you imagine a world where you get your favorite golf balls and help clean up the environment at the same time. Each ball passes 5 different people as its being cleaned guaranteeing you a CLEAN and QUALITY ball Made and Recycled in the USA. Includes Reusable Mesh Carrying Bag. Great for beginners\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Item Package Quantity\": \"24\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Colored Mix for Practice & Play \\u2013 Good Condition...\", \"asin\": \"B0F1ZJP651\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMLZ8K6\", \"price\": \"$48.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013...\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"GolfBall Nut - Recycled Golf Balls for Srixon Z-Series Mix - Used Golf Balls Bulk Good Condition \\u2013 Includes Mesh Bag \\u2013 (24-48)-Pack, White\", \"asin\": \"B0CM5B427C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0BPJVTB3M\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"50 Mint Store Line Assorted Value Golf Balls in Mesh Bag, 5A/4A, White\", \"asin\": \"B0D5TZ8MGV\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0BSKRC7K5\", \"price\": \"$42.99\", \"quantity\": \"\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"B0C4KDXKWL\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"KINGTOP LED Golf Hole Light with Anti-Glare Lens - Battery Operated, Glow in The Dark Putting Cup Lights, Ideal for Night Golf, Backyard Practice Putting Green & Golf Parties\", \"asin\": \"B0C4GJSKG3\", \"price\": \"$32.88\", \"quantity\": \"\"},\n{\"title\": \"PEASUG 130 Pcs Golf Tees 3-1/4\\\", 2-3/4\\\" Available, Golf Tees for Men, Natural Bamboo Golf Tee Friendly Biodegradable Material More Stable Reduce Side Spin and Friction as Golf Gifts for Men\", \"asin\": \"B0DW42MYXR\", \"price\": \"$6.69\", \"quantity\": \"\"},\n{\"title\": \"KLAODOT Golf Net with Practice Mat,Golf Hitting Aid Nets 10x7FT for Backyard Driving Chipping Training Swing with Target Mat Balls for Outdoor Indoor\\uff0cGifts for Men Dad Him and Golfer\", \"asin\": \"B0DFYFM5G8\", \"price\": \"$62.99\", \"quantity\": \"\"},\n{\"title\": \"KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)\", \"asin\": \"B07SBQX3FT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"B083J9WZLT\", \"price\": \"$7.49\", \"quantity\": \"\"},\n{\"title\": \"Hiboom Golf Putters for Men and Women Two Way Mini Golf Putter with 4 Golf Balls Adjustable Length Kids Putter Bulk for Right or Left Handed Golfers for Children Teenager Junior\", \"asin\": \"B0BZRJ3C49\", \"price\": \"$56.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T23:30:56.359Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0CKCW5JMZ\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\"},\n{\"price\": \"$28.45\"},\n{\"bullet_list\": \"\\u26f3 Play Like a Pro with our 24 pack for Titleist golf balls colored matte in good condition. An assortment of premium used colored golf balls for Titleist Trufeel balls matte red golf balls and for Titleist golf balls Velocity orange, for Titleist Velocity golf balls green and Velocity golf balls pink. These are neither refinished golf balls nor refurbished golf balls neon colored. (Packaging may vary, but the performance won't!) \\u26f3 Hit a Hole in One with multi colored balls - These good golf balls may have a few scuffs and scratches, a touch of fading, or even a logo or ink mark. But no worries, these good good golf balls matte still have plenty of games left in them and will perform like champions on the green. \\u26f3 What is a Recycled Golf Balls? - A recycled matte colored golf ball is a gently washed and cleaned golf ball using eco-friendly dissolvents to restore the ball to a clean condition. Each ball has been thoroughly disinfected, hand sorted, and graded to bring you the best quality possible. So, get ready to step up your game with our matte golf balls colored men! \\u26f3 YES! You Can Swing for Less! Why splurge on new ones when you can score top-rated mens golf balls color at a fraction of the cost? Golf Ball Monkey makes it easy to upgrade your game without sacrificing quality. Score big savings and big wins with our matte recycled golf balls for Titleist Velocity golf balls 2023 & for Titleist Trufeel golf balls 2023. \\u26f3 Tee Off for a Better Tomorrow. Get ready to make a difference on the green by using our colorful recycled & used golf balls colored bulk. Not only will you save money for Titleist colored golf balls for men, but you'll also be doing your part in reducing waste and preserving the environment with every shot. Join the eco-friendly golf movement, today! \\u26f3 Confidence on the Green! Our good-graded golf balls aaa may have a few scars, but their performance remains top-notch. Love 'em or return 'em within 30 days for a hassle-free return. Let's make sure you're satisfied with your new bag of soft golf balls matte, so don't hesitate to reach out with any concerns.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"24 Pk in Good Condition\"}],\n\"promotion_items\": [{\"title\": \"Titleist TruFeel Custom Golf Balls | Logo Golf Balls\", \"asin\": \"B08VYSLGCL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"WILSON 2024 Chaos Golf Balls - 24 Balls\", \"asin\": \"B0CQMSWN65\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"Wilson Fifty Elite Golf Balls - 12 Pack\", \"asin\": \"B0BT239375\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist AAA 100 Pack Used Golf Balls\", \"asin\": \"B000OAYEC6\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Plain Color Golf Balls 1 Dozen Blank, Non-Printed\", \"asin\": \"B08F7922RX\", \"price\": \"$27.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:57:09.791Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:57:09.791Z
|
click
|
review
|
rule
|
train
| 2,654 |
2025-04-10T22:57:09.791Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0CKCW5JMZ"},
{"title": "Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte"},
{"price": "$28.45"},
{"bullet_list": "\u26f3 Play Like a Pro with our 24 pack for Titleist golf balls colored matte in good condition. An assortment of premium used colored golf balls for Titleist Trufeel balls matte red golf balls and for Titleist golf balls Velocity orange, for Titleist Velocity golf balls green and Velocity golf balls pink. These are neither refinished golf balls nor refurbished golf balls neon colored. (Packaging may vary, but the performance won't!) \u26f3 Hit a Hole in One with multi colored balls - These good golf balls may have a few scuffs and scratches, a touch of fading, or even a logo or ink mark. But no worries, these good good golf balls matte still have plenty of games left in them and will perform like champions on the green. \u26f3 What is a Recycled Golf Balls? - A recycled matte colored golf ball is a gently washed and cleaned golf ball using eco-friendly dissolvents to restore the ball to a clean condition. Each ball has been thoroughly disinfected, hand sorted, and graded to bring you the best quality possible. So, get ready to step up your game with our matte golf balls colored men! \u26f3 YES! You Can Swing for Less! Why splurge on new ones when you can score top-rated mens golf balls color at a fraction of the cost? Golf Ball Monkey makes it easy to upgrade your game without sacrificing quality. Score big savings and big wins with our matte recycled golf balls for Titleist Velocity golf balls 2023 & for Titleist Trufeel golf balls 2023. \u26f3 Tee Off for a Better Tomorrow. Get ready to make a difference on the green by using our colorful recycled & used golf balls colored bulk. Not only will you save money for Titleist colored golf balls for men, but you'll also be doing your part in reducing waste and preserving the environment with every shot. Join the eco-friendly golf movement, today! \u26f3 Confidence on the Green! Our good-graded golf balls aaa may have a few scars, but their performance remains top-notch. Love 'em or return 'em within 30 days for a hassle-free return. Let's make sure you're satisfied with your new bag of soft golf balls matte, so don't hesitate to reach out with any concerns."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "24 Pk in Good Condition"}],
"promotion_items": [{"title": "Titleist TruFeel Custom Golf Balls | Logo Golf Balls", "asin": "B08VYSLGCL", "price": "$39.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "WILSON 2024 Chaos Golf Balls - 24 Balls", "asin": "B0CQMSWN65", "price": "$24.98", "quantity": ""},
{"title": "Wilson Fifty Elite Golf Balls - 12 Pack", "asin": "B0BT239375", "price": "$16.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Titleist AAA 100 Pack Used Golf Balls", "asin": "B000OAYEC6", "price": "$69.90", "quantity": ""},
{"title": "Plain Color Golf Balls 1 Dozen Blank, Non-Printed", "asin": "B08F7922RX", "price": "$27.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:57:09.791Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:57:09.791Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:57:09.791Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2654,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0CKCW5JMZ\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\"},\n{\"price\": \"$28.45\"},\n{\"bullet_list\": \"\\u26f3 Play Like a Pro with our 24 pack for Titleist golf balls colored matte in good condition. An assortment of premium used colored golf balls for Titleist Trufeel balls matte red golf balls and for Titleist golf balls Velocity orange, for Titleist Velocity golf balls green and Velocity golf balls pink. These are neither refinished golf balls nor refurbished golf balls neon colored. (Packaging may vary, but the performance won't!) \\u26f3 Hit a Hole in One with multi colored balls - These good golf balls may have a few scuffs and scratches, a touch of fading, or even a logo or ink mark. But no worries, these good good golf balls matte still have plenty of games left in them and will perform like champions on the green. \\u26f3 What is a Recycled Golf Balls? - A recycled matte colored golf ball is a gently washed and cleaned golf ball using eco-friendly dissolvents to restore the ball to a clean condition. Each ball has been thoroughly disinfected, hand sorted, and graded to bring you the best quality possible. So, get ready to step up your game with our matte golf balls colored men! \\u26f3 YES! You Can Swing for Less! Why splurge on new ones when you can score top-rated mens golf balls color at a fraction of the cost? Golf Ball Monkey makes it easy to upgrade your game without sacrificing quality. Score big savings and big wins with our matte recycled golf balls for Titleist Velocity golf balls 2023 & for Titleist Trufeel golf balls 2023. \\u26f3 Tee Off for a Better Tomorrow. Get ready to make a difference on the green by using our colorful recycled & used golf balls colored bulk. Not only will you save money for Titleist colored golf balls for men, but you'll also be doing your part in reducing waste and preserving the environment with every shot. Join the eco-friendly golf movement, today! \\u26f3 Confidence on the Green! Our good-graded golf balls aaa may have a few scars, but their performance remains top-notch. Love 'em or return 'em within 30 days for a hassle-free return. Let's make sure you're satisfied with your new bag of soft golf balls matte, so don't hesitate to reach out with any concerns.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"24 Pk in Good Condition\"}],\n\"promotion_items\": [{\"title\": \"Titleist TruFeel Custom Golf Balls | Logo Golf Balls\", \"asin\": \"B08VYSLGCL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"WILSON 2024 Chaos Golf Balls - 24 Balls\", \"asin\": \"B0CQMSWN65\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"Wilson Fifty Elite Golf Balls - 12 Pack\", \"asin\": \"B0BT239375\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist AAA 100 Pack Used Golf Balls\", \"asin\": \"B000OAYEC6\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Plain Color Golf Balls 1 Dozen Blank, Non-Printed\", \"asin\": \"B08F7922RX\", \"price\": \"$27.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:57:09.791Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0CKCW5JMZ\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\"},\n{\"price\": \"$28.45\"},\n{\"bullet_list\": \"\\u26f3 Play Like a Pro with our 24 pack for Titleist golf balls colored matte in good condition. An assortment of premium used colored golf balls for Titleist Trufeel balls matte red golf balls and for Titleist golf balls Velocity orange, for Titleist Velocity golf balls green and Velocity golf balls pink. These are neither refinished golf balls nor refurbished golf balls neon colored. (Packaging may vary, but the performance won't!) \\u26f3 Hit a Hole in One with multi colored balls - These good golf balls may have a few scuffs and scratches, a touch of fading, or even a logo or ink mark. But no worries, these good good golf balls matte still have plenty of games left in them and will perform like champions on the green. \\u26f3 What is a Recycled Golf Balls? - A recycled matte colored golf ball is a gently washed and cleaned golf ball using eco-friendly dissolvents to restore the ball to a clean condition. Each ball has been thoroughly disinfected, hand sorted, and graded to bring you the best quality possible. So, get ready to step up your game with our matte golf balls colored men! \\u26f3 YES! You Can Swing for Less! Why splurge on new ones when you can score top-rated mens golf balls color at a fraction of the cost? Golf Ball Monkey makes it easy to upgrade your game without sacrificing quality. Score big savings and big wins with our matte recycled golf balls for Titleist Velocity golf balls 2023 & for Titleist Trufeel golf balls 2023. \\u26f3 Tee Off for a Better Tomorrow. Get ready to make a difference on the green by using our colorful recycled & used golf balls colored bulk. Not only will you save money for Titleist colored golf balls for men, but you'll also be doing your part in reducing waste and preserving the environment with every shot. Join the eco-friendly golf movement, today! \\u26f3 Confidence on the Green! Our good-graded golf balls aaa may have a few scars, but their performance remains top-notch. Love 'em or return 'em within 30 days for a hassle-free return. Let's make sure you're satisfied with your new bag of soft golf balls matte, so don't hesitate to reach out with any concerns.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"24 Pk in Good Condition\"}],\n\"promotion_items\": [{\"title\": \"Titleist TruFeel Custom Golf Balls | Logo Golf Balls\", \"asin\": \"B08VYSLGCL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"WILSON 2024 Chaos Golf Balls - 24 Balls\", \"asin\": \"B0CQMSWN65\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"Wilson Fifty Elite Golf Balls - 12 Pack\", \"asin\": \"B0BT239375\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist AAA 100 Pack Used Golf Balls\", \"asin\": \"B000OAYEC6\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Plain Color Golf Balls 1 Dozen Blank, Non-Printed\", \"asin\": \"B08F7922RX\", \"price\": \"$27.95\", \"quantity\": \"\"},\n{\"title\": \"Used and Recycled for Titleist Mix Near Mint 4A (White & Yellow & Colors) (24 & 48)...\", \"asin\": \"B0CKDF9PCQ\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Used and Recycled for Titleist Mix Mint 5A (White & Yellow & Colors) (24 & 48) Golf...\", \"asin\": \"B0CKD9GMQ2\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B09Q4ZJ78B\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls Trufeel Golf Balls Bulk - Used Golf Balls Golf Balls TruFeel - True Feel Golf Balls for Men and Women\", \"asin\": \"B0C7LVLHCT\", \"price\": \"$62.75\", \"quantity\": \"\"},\n{\"title\": \"Used and Recycled for Taylormade Mix Mint 5A (White & Yellow) (24 & 48) Golf Balls ...\", \"asin\": \"B09QZ55HPG\", \"price\": \"$32.89\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet Supersoft Matte Color Mix Used Golf Balls 4A/Near Mint\", \"asin\": \"B09L5F7WG6\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Mix of Brands & Colors for Practice & Play \\u2013 Goo...\", \"asin\": \"B0F1ZKDZMW\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:57:13.845Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T22:57:13.845Z
|
click
|
review
|
rule
|
train
| 2,655 |
2025-04-10T22:57:13.845Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T22:57:09.791Z", "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": "B0CKCW5JMZ"},
{"title": "Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte"},
{"price": "$28.45"},
{"bullet_list": "\u26f3 Play Like a Pro with our 24 pack for Titleist golf balls colored matte in good condition. An assortment of premium used colored golf balls for Titleist Trufeel balls matte red golf balls and for Titleist golf balls Velocity orange, for Titleist Velocity golf balls green and Velocity golf balls pink. These are neither refinished golf balls nor refurbished golf balls neon colored. (Packaging may vary, but the performance won't!) \u26f3 Hit a Hole in One with multi colored balls - These good golf balls may have a few scuffs and scratches, a touch of fading, or even a logo or ink mark. But no worries, these good good golf balls matte still have plenty of games left in them and will perform like champions on the green. \u26f3 What is a Recycled Golf Balls? - A recycled matte colored golf ball is a gently washed and cleaned golf ball using eco-friendly dissolvents to restore the ball to a clean condition. Each ball has been thoroughly disinfected, hand sorted, and graded to bring you the best quality possible. So, get ready to step up your game with our matte golf balls colored men! \u26f3 YES! You Can Swing for Less! Why splurge on new ones when you can score top-rated mens golf balls color at a fraction of the cost? Golf Ball Monkey makes it easy to upgrade your game without sacrificing quality. Score big savings and big wins with our matte recycled golf balls for Titleist Velocity golf balls 2023 & for Titleist Trufeel golf balls 2023. \u26f3 Tee Off for a Better Tomorrow. Get ready to make a difference on the green by using our colorful recycled & used golf balls colored bulk. Not only will you save money for Titleist colored golf balls for men, but you'll also be doing your part in reducing waste and preserving the environment with every shot. Join the eco-friendly golf movement, today! \u26f3 Confidence on the Green! Our good-graded golf balls aaa may have a few scars, but their performance remains top-notch. Love 'em or return 'em within 30 days for a hassle-free return. Let's make sure you're satisfied with your new bag of soft golf balls matte, so don't hesitate to reach out with any concerns."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Style": "24 Pk in Good Condition"}],
"promotion_items": [{"title": "Titleist TruFeel Custom Golf Balls | Logo Golf Balls", "asin": "B08VYSLGCL", "price": "$39.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "WILSON 2024 Chaos Golf Balls - 24 Balls", "asin": "B0CQMSWN65", "price": "$24.98", "quantity": ""},
{"title": "Wilson Fifty Elite Golf Balls - 12 Pack", "asin": "B0BT239375", "price": "$16.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Titleist AAA 100 Pack Used Golf Balls", "asin": "B000OAYEC6", "price": "$69.90", "quantity": ""},
{"title": "Plain Color Golf Balls 1 Dozen Blank, Non-Printed", "asin": "B08F7922RX", "price": "$27.95", "quantity": ""},
{"title": "Used and Recycled for Titleist Mix Near Mint 4A (White & Yellow & Colors) (24 & 48)...", "asin": "B0CKDF9PCQ", "price": "$27.99", "quantity": ""},
{"title": "Used and Recycled for Titleist Mix Mint 5A (White & Yellow & Colors) (24 & 48) Golf...", "asin": "B0CKD9GMQ2", "price": "$59.98", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women", "asin": "B09Q4ZJ78B", "price": "$45.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Recycled Golf Balls Trufeel Golf Balls Bulk - Used Golf Balls Golf Balls TruFeel - True Feel Golf Balls for Men and Women", "asin": "B0C7LVLHCT", "price": "$62.75", "quantity": ""},
{"title": "Used and Recycled for Taylormade Mix Mint 5A (White & Yellow) (24 & 48) Golf Balls ...", "asin": "B09QZ55HPG", "price": "$32.89", "quantity": ""},
{"title": "Golf Ball Planet Supersoft Matte Color Mix Used Golf Balls 4A/Near Mint", "asin": "B09L5F7WG6", "price": "$46.99", "quantity": ""},
{"title": "48 Used Golf Balls \u2013 Recycled Bulk Mix of Brands & Colors for Practice & Play \u2013 Goo...", "asin": "B0F1ZKDZMW", "price": "$36.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T22:57:13.845Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T22:57:13.845Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T22:57:13.845Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2655,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0CKCW5JMZ\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\"},\n{\"price\": \"$28.45\"},\n{\"bullet_list\": \"\\u26f3 Play Like a Pro with our 24 pack for Titleist golf balls colored matte in good condition. An assortment of premium used colored golf balls for Titleist Trufeel balls matte red golf balls and for Titleist golf balls Velocity orange, for Titleist Velocity golf balls green and Velocity golf balls pink. These are neither refinished golf balls nor refurbished golf balls neon colored. (Packaging may vary, but the performance won't!) \\u26f3 Hit a Hole in One with multi colored balls - These good golf balls may have a few scuffs and scratches, a touch of fading, or even a logo or ink mark. But no worries, these good good golf balls matte still have plenty of games left in them and will perform like champions on the green. \\u26f3 What is a Recycled Golf Balls? - A recycled matte colored golf ball is a gently washed and cleaned golf ball using eco-friendly dissolvents to restore the ball to a clean condition. Each ball has been thoroughly disinfected, hand sorted, and graded to bring you the best quality possible. So, get ready to step up your game with our matte golf balls colored men! \\u26f3 YES! You Can Swing for Less! Why splurge on new ones when you can score top-rated mens golf balls color at a fraction of the cost? Golf Ball Monkey makes it easy to upgrade your game without sacrificing quality. Score big savings and big wins with our matte recycled golf balls for Titleist Velocity golf balls 2023 & for Titleist Trufeel golf balls 2023. \\u26f3 Tee Off for a Better Tomorrow. Get ready to make a difference on the green by using our colorful recycled & used golf balls colored bulk. Not only will you save money for Titleist colored golf balls for men, but you'll also be doing your part in reducing waste and preserving the environment with every shot. Join the eco-friendly golf movement, today! \\u26f3 Confidence on the Green! Our good-graded golf balls aaa may have a few scars, but their performance remains top-notch. Love 'em or return 'em within 30 days for a hassle-free return. Let's make sure you're satisfied with your new bag of soft golf balls matte, so don't hesitate to reach out with any concerns.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Style\": \"24 Pk in Good Condition\"}],\n\"promotion_items\": [{\"title\": \"Titleist TruFeel Custom Golf Balls | Logo Golf Balls\", \"asin\": \"B08VYSLGCL\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"WILSON 2024 Chaos Golf Balls - 24 Balls\", \"asin\": \"B0CQMSWN65\", \"price\": \"$24.98\", \"quantity\": \"\"},\n{\"title\": \"Wilson Fifty Elite Golf Balls - 12 Pack\", \"asin\": \"B0BT239375\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist AAA 100 Pack Used Golf Balls\", \"asin\": \"B000OAYEC6\", \"price\": \"$69.90\", \"quantity\": \"\"},\n{\"title\": \"Plain Color Golf Balls 1 Dozen Blank, Non-Printed\", \"asin\": \"B08F7922RX\", \"price\": \"$27.95\", \"quantity\": \"\"},\n{\"title\": \"Used and Recycled for Titleist Mix Near Mint 4A (White & Yellow & Colors) (24 & 48)...\", \"asin\": \"B0CKDF9PCQ\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Used and Recycled for Titleist Mix Mint 5A (White & Yellow & Colors) (24 & 48) Golf...\", \"asin\": \"B0CKD9GMQ2\", \"price\": \"$59.98\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B09Q4ZJ78B\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Golf Balls Trufeel Golf Balls Bulk - Used Golf Balls Golf Balls TruFeel - True Feel Golf Balls for Men and Women\", \"asin\": \"B0C7LVLHCT\", \"price\": \"$62.75\", \"quantity\": \"\"},\n{\"title\": \"Used and Recycled for Taylormade Mix Mint 5A (White & Yellow) (24 & 48) Golf Balls ...\", \"asin\": \"B09QZ55HPG\", \"price\": \"$32.89\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet Supersoft Matte Color Mix Used Golf Balls 4A/Near Mint\", \"asin\": \"B09L5F7WG6\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Mix of Brands & Colors for Practice & Play \\u2013 Goo...\", \"asin\": \"B0F1ZKDZMW\", \"price\": \"$36.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T22:57:13.845Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:47:36.760Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-19T17:47:36.760Z
|
input
|
used colorful golf balls
|
rule
|
train
| 2,656 |
2025-04-19T17:47:36.760Z
|
input
|
used colorful golf balls
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-10T22:57:09.791Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:57:13.845Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T17:47:36.760Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-19T17:47:36.760Z\",\"action\": \"input\",\"acion_argument\": \"used colorful golf balls\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-19T17:47:36.760Z\",\"action\": \"input\",\"acion_argument\": \"used colorful golf balls\",}</answer>",
"index": 2656,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:47:36.760Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"used colorful golf balls\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:47:37.031Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-19T17:47:37.031Z
|
click
|
search
|
rule
|
train
| 2,657 |
2025-04-19T17:47:37.031Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-10T22:57:09.791Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:57:13.845Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T17:47:36.760Z", "action": "input", "action_argument": "used colorful golf balls"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "used colorful golf balls"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T17:47:37.031Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-19T17:47:37.031Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-19T17:47:37.031Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2657,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"used colorful golf balls\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:47:37.031Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"used colorful golf balls\"}],\n\"promotion_items\": [{\"title\": \"Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women\", \"asin\": \"B09T2LL8NR\", \"price\": \"$56.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32HVGLN\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09MZSFK83\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet Pro V1 Mixed Years AAA/Good Recycled (Used) Golf Balls\", \"asin\": \"B09GQMX965\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Clean Green Golf Balls 48 Pack of Recycled Golf Balls for Bridgestone Golf Balls - Good Condition Used Golf Balls Recycled - includes 48 Golf Balls and Mesh Carrying Bag\", \"asin\": \"B09K1RPTFV\"},\n{\"title\": \"Clean Green Golf Balls 24 Ball Pack Recycled Used for Titleist Pro V1X Golf Balls Brand Bulk Mix - Good Condition for Titleist Golf Balls - includes Mesh Carrying Bag & Recycled and Used Golf Balls\", \"asin\": \"B09LFW369M\"},\n{\"title\": \"48-Pack Clean Green Recycled Yellow Golf Balls - Neon Colored - Used Good Condition - Includes Mesh Carry Bag - Cheap Golf Balls for Men and Women\", \"asin\": \"B09JYJHKD7\"}],\n\"search_results\": [{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Colored Mix for Practice & Play \\u2013 Good Condition \\u2013 Includes Mesh Bag \\u2013 Budget-Friendly & Sustainable Golf Balls\", \"asin\": \"B0F1ZJP651\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 22 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Ball Monkey Recycled Golf Balls Mix of TP5 & TP5X Yellow 100 Pack - Good Condition Used Golf Balls\", \"asin\": \"B0CZ7GGRKS\", \"price\": \"$84.95\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 8 left in stock - order soon.\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women\", \"asin\": \"B09T2LL8NR\", \"price\": \"$56.95\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 6 left in stock - order soon.\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Top Flite Golf Balls Multicolor 50 Pack - Mix of Top Flite XL Golfballs, Hammer & Empower - Mix of 5A & 4A Used Top Flight Balls for Men & for Women\", \"asin\": \"B0C6C7N3TS\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32HVGLN\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 28 - 30 Only 1 left in stock - order soon.\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09MZSGD1V\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Apr 24 - 26 for Prime members\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09L5DXB2X\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Thu, Apr 24 for Prime members\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"50 Colored Recycled Value Golf Balls in Mesh Bag, 5A/4A (Mint/Near-Mint), Multi-Color\", \"asin\": \"B0DPJJNX74\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24\"},\n{\"title\": \"Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men\", \"asin\": \"B0CVWZ189F\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24\"},\n{\"title\": \"Balls 48 Colored Mix - Good Condition - Ready to Play (RTP) - Recycled Used Golf Balls\", \"asin\": \"B0B1CJKHNH\", \"price\": \"$47.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 23\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Golf Ball Monkey Cheap Volvik Matte Golf Balls Neon Multicolored - Premium Used Volvik Matte Bright Colored Golfballs for Men and Women\", \"asin\": \"B09TDDCHQL\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 20 left in stock - order soon.\"},\n{\"title\": \"Nitro Ultimate Distance Golf Ball (15-Pack), Multi-Colored\", \"asin\": \"B00JJQQIIE\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32HVGLN\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 28 - 30\"},\n{\"title\": \"12 Near Mint (AAAA) Used/Recycled Colored Supersoft Golf Balls for Callaway\", \"asin\": \"B0BPDV9G43\"},\n{\"title\": \"Callaway Recycled Colored Golf Balls - Yellow, Good Condition - Great for Women & Men - Bulk\", \"asin\": \"B09MZRJ7CZ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0CVFC5PJ6\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"Golf Ball Monkey Pro Series Brand Bulk Golf Balls and Tees Set Variety Mix- Recycled & Used Pro Golf Balls from Top Brands in a Mix of Mint & Near Mint Condition w/ 15 Tees & MeshBag\", \"asin\": \"B0CW4BYTV1\", \"price\": \"$89.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Only 17 left in stock - order soon.\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More\", \"asin\": \"B0CLKQ345V\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"Golf Ball Planet Pro V1 Mixed Years Used Golf Balls 4A/Near Mint\", \"asin\": \"B0CTWDV66K\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Colorful Matte/Glossy Assorted Brands/Colors Two Dozen Recycled Golf Balls - Pack of 24\", \"asin\": \"B09B884T84\", \"price\": \"$28.95\", \"delivery\": \"FREE delivery Tue, Apr 29 Only 4 left in stock - order soon.\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B09Q4ZJ78B\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag\", \"asin\": \"B0CZWLV34H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24\"},\n{\"title\": \"Callaway Recycled Colored Golf Balls - Yellow, Good Condition - Great for Women & Men - Bulk\", \"asin\": \"B09MZSFK83\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 20 left in stock - order soon.\"},\n{\"title\": \"50 Recycled & Used AVX Golf Balls Pack for Titleist AVX Golf Balls - Premium Recycled and Used AVX Golf Balls - Includes Mesh Carrying Bag - Good Condition\", \"asin\": \"B0DW8RKK2Y\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Mix of Brands & Colors for Practice & Play \\u2013 Good Condition \\u2013 Includes Mesh Bag \\u2013 Budget-Friendly & Sustainable Golf Balls\", \"asin\": \"B0F1ZKDZMW\", \"price\": \"$36.99\", \"delivery\": \"FREE delivery Apr 22 - 24\"},\n{\"title\": \"Long Distance Peak Performance Golf Balls (15PK) All Levels-Nitro White Out 70 Compression High Velocity White Hot Core Long Distance Golf Balls USGA Approved-Total of 15-Multi-color\", \"asin\": \"B00JJQQM0S\", \"price\": \"$14.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"WILSON 2024 Chaos Golf Balls - 24 Balls\", \"asin\": \"B0CQMSWN65\", \"price\": \"$24.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Professional Golf Crystal Golf Ball Mix - Great Crystal Colors & Styles! 50 Mint Quality Used Crystal Golf Balls (AAAAA Blue Green Orange Yellow Mix), Model Number: 50PK-Crystal Mix\", \"asin\": \"B0887LNSWF\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"Clean Green Golf Balls 48 Pink Golf Balls Pack Recycled Different Major Brands Bulk Mix - Good Condition Graded Ball - Includes Mesh Carrying Bag\", \"asin\": \"B09LBMZ5ZP\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"48-Pack Clean Green Recycled Yellow Golf Balls - Neon Colored - Used Good Condition - Includes Mesh Carry Bag - Cheap Golf Balls for Men and Women\", \"asin\": \"B09JYJHKD7\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Apr 28 - 30 for Prime members\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nitro Maximum Distance Golf Ball (12-Pack)\", \"asin\": \"B00HB083SI\", \"price\": \"$12.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Assorted Recycle Golf Balls Hit Away Practice Recycled Golf Balls (Pack of 200)\", \"asin\": \"B00QZCOJX6\", \"price\": \"$78.99\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"Nitro Golf Glycerin 15 Ball Pack Nitro Golf Balls\", \"asin\": \"B07GP14BRR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 24 Pack Matte Color Assorted Used Golf Balls\", \"asin\": \"B0CNS5PCGY\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 23\"},\n{\"title\": \"Thorza Colored Golf Balls - Multicolored Set of 6, 12, 24 for Kids Mini Golf, Putting Practice and Children Training\", \"asin\": \"B07ZWHXGG7\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White\", \"asin\": \"B074ZPLDS8\", \"price\": \"$43.39\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"Titleist Golf Balls\", \"asin\": \"B00TX6YQO8\", \"price\": \"$48.42\", \"delivery\": \"FREE delivery Apr 23 - 25\"},\n{\"title\": \"LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White\", \"asin\": \"B07G5Z599N\", \"price\": \"$34.11\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 23\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"B00JJQQJ3S\", \"price\": \"$13.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon\", \"asin\": \"B09Q84DJBJ\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"100% Recycled Golf Balls - Handpicked & Assorted HIT Away Used Golf Ball Bag - Ready to Play - Ideal for Driving Range Practice & Course Training\", \"asin\": \"B0BYB59W5T\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery May 8 - 31 for Prime members\"},\n{\"title\": \"Various Brands Recycled B Grade Golf Balls in Mesh Bag (48 Pack, Optic Pink Mixed)\", \"asin\": \"B00880G116\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men\", \"asin\": \"B0CWQ5MK9R\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Clean Green Golf Balls 48 Orange Golf Balls of Various Brand Names - Good Condition Grade - May Include Brands for Callaway, Titleist, Top-Flite, Nitro, Wilson and More - Includes Mesh Carrying Bag\", \"asin\": \"B09M4BSFL1\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Callaway 50 Mix 5A/4A - 100% Recycled Golf Balls - Handpicked & Assorted Models Used Golf Balls Bag - Ready to Play - 50 Pack Used Golf Balls Bulk\", \"asin\": \"B0CB4T4KMJ\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 28 - 30\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Thu, Apr 24 for Prime members\"},\n{\"title\": \"LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White\", \"asin\": \"B0CVFHGY3Y\", \"price\": \"$21.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Country Cheap Bulk of Assorted Recycled Used Golf Balls Hit-Away - Perfect for Practice and Range Hitting - 100 Package, Assorted Colors, for Men and for Women\", \"asin\": \"B086FGBFX8\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery Thu, May 1 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Callaway Golf Supersoft Golf Balls\", \"asin\": \"B0BMJ9HFNM\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack\", \"asin\": \"B00CK8TBFA\", \"price\": \"$63.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag\", \"asin\": \"B09K11J4G2\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Apr 26 - May 1 for Prime members\"},\n{\"title\": \"PG Golf Ball Mix\", \"asin\": \"B0888V671R\", \"price\": \"$39.33\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Yellow Used Golf Ball Mix - Mix Brands & Styles - 50 Near Mint Quality Used Yellow Golf Balls (AAAA)\", \"asin\": \"B0CD914GSZ\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Golf Balls 6Pack Colored Gift Training Novelty Practice Variety Fun Set for All Golfers Kids Blue Green Red Yellow Colorful\", \"asin\": \"B082YQ6NDZ\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition\", \"asin\": \"B09Q4SXCGT\", \"price\": \"$68.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Afford-A-Ball Golf - Hit Away Used and Recycled Shag Golf Balls (50, 100, 300 Count) - Miscellaneous (2A) Golf Supplies for Men & Women - Backyard Practice\", \"asin\": \"B0DFTZQS8M\", \"price\": \"$43.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:48:06.884Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-19T17:48:06.884Z
|
click_product
|
B0CVWZ189F
|
rule
|
train
| 2,658 |
2025-04-19T17:48:06.884Z
|
click_product
|
B0CVWZ189F
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-10T22:57:09.791Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:57:13.845Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T17:47:36.760Z", "action": "input", "action_argument": "used colorful golf balls"}
{"timestamp": "2025-04-19T17:47:37.031Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "used colorful golf balls"}],
"promotion_items": [{"title": "Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women", "asin": "B09T2LL8NR", "price": "$56.95", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32HVGLN", "price": "$49.99", "quantity": ""},
{"title": "", "asin": "B09MZSFK83", "price": "", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Golf Ball Planet Pro V1 Mixed Years AAA/Good Recycled (Used) Golf Balls", "asin": "B09GQMX965", "price": "$64.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls for Taylormade", "asin": "B09QRNYYS2", "price": "$64.99", "quantity": ""},
{"title": "Golf Ball Planet 600 Hit Away Used Golf Balls", "asin": "B08KHW8FP8", "price": "$269.99", "quantity": ""},
{"title": "Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)", "asin": "B0BNJZD6MD", "price": "$84.99", "quantity": ""}],
"ads": [{"title": "Clean Green Golf Balls 48 Pack of Recycled Golf Balls for Bridgestone Golf Balls - Good Condition Used Golf Balls Recycled - includes 48 Golf Balls and Mesh Carrying Bag", "asin": "B09K1RPTFV"},
{"title": "Clean Green Golf Balls 24 Ball Pack Recycled Used for Titleist Pro V1X Golf Balls Brand Bulk Mix - Good Condition for Titleist Golf Balls - includes Mesh Carrying Bag & Recycled and Used Golf Balls", "asin": "B09LFW369M"},
{"title": "48-Pack Clean Green Recycled Yellow Golf Balls - Neon Colored - Used Good Condition - Includes Mesh Carry Bag - Cheap Golf Balls for Men and Women", "asin": "B09JYJHKD7"}],
"search_results": [{"title": "48 Used Golf Balls \u2013 Recycled Bulk Colored Mix for Practice & Play \u2013 Good Condition \u2013 Includes Mesh Bag \u2013 Budget-Friendly & Sustainable Golf Balls", "asin": "B0F1ZJP651", "price": "$49.99", "delivery": "FREE delivery Apr 22 - 24 Only 10 left in stock - order soon."},
{"title": "Golf Ball Monkey Recycled Golf Balls Mix of TP5 & TP5X Yellow 100 Pack - Good Condition Used Golf Balls", "asin": "B0CZ7GGRKS", "price": "$84.95", "delivery": "FREE delivery Apr 25 - 29 Only 8 left in stock - order soon."},
{"title": "Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women", "asin": "B09T2LL8NR", "price": "$56.95", "delivery": "FREE delivery Apr 25 - 29 Only 6 left in stock - order soon."},
{"title": "Golf Ball Monkey Cheap Recycled Top Flite Golf Balls Multicolor 50 Pack - Mix of Top Flite XL Golfballs, Hammer & Empower - Mix of 5A & 4A Used Top Flight Balls for Men & for Women", "asin": "B0C6C7N3TS", "price": "$37.99", "delivery": "FREE delivery Apr 25 - 29"},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32HVGLN", "price": "$49.99", "delivery": "FREE delivery Apr 28 - 30 Only 1 left in stock - order soon."},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag", "asin": "B09MZSGD1V", "price": "$26.99", "delivery": "FREE delivery Apr 24 - 26 for Prime members"},
{"title": "Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag", "asin": "B09L5DXB2X", "price": "$31.99", "delivery": "FREE delivery Thu, Apr 24 for Prime members"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "50 Colored Recycled Value Golf Balls in Mesh Bag, 5A/4A (Mint/Near-Mint), Multi-Color", "asin": "B0DPJJNX74", "price": "$44.99", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24"},
{"title": "Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men", "asin": "B0CVWZ189F", "price": "$25.99", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24"},
{"title": "Balls 48 Colored Mix - Good Condition - Ready to Play (RTP) - Recycled Used Golf Balls", "asin": "B0B1CJKHNH", "price": "$47.10", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 23"},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Golf Ball Monkey Cheap Volvik Matte Golf Balls Neon Multicolored - Premium Used Volvik Matte Bright Colored Golfballs for Men and Women", "asin": "B09TDDCHQL", "price": "$39.99", "delivery": "FREE delivery Apr 25 - 29 Only 20 left in stock - order soon."},
{"title": "Nitro Ultimate Distance Golf Ball (15-Pack), Multi-Colored", "asin": "B00JJQQIIE", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32HVGLN", "price": "$49.99", "delivery": "FREE delivery Apr 28 - 30"},
{"title": "12 Near Mint (AAAA) Used/Recycled Colored Supersoft Golf Balls for Callaway", "asin": "B0BPDV9G43"},
{"title": "Callaway Recycled Colored Golf Balls - Yellow, Good Condition - Great for Women & Men - Bulk", "asin": "B09MZRJ7CZ", "price": "$29.99", "delivery": "FREE delivery Tue, Apr 29"},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0CVFC5PJ6", "price": "$23.99", "delivery": "FREE delivery Apr 25 - 29"},
{"title": "Golf Ball Monkey Pro Series Brand Bulk Golf Balls and Tees Set Variety Mix- Recycled & Used Pro Golf Balls from Top Brands in a Mix of Mint & Near Mint Condition w/ 15 Tees & MeshBag", "asin": "B0CW4BYTV1", "price": "$89.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM Only 17 left in stock - order soon."},
{"title": "Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More", "asin": "B0CLKQ345V", "price": "$26.99", "delivery": "FREE delivery Apr 25 - 29"},
{"title": "Golf Ball Planet Pro V1 Mixed Years Used Golf Balls 4A/Near Mint", "asin": "B0CTWDV66K", "price": "$39.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "Colorful Matte/Glossy Assorted Brands/Colors Two Dozen Recycled Golf Balls - Pack of 24", "asin": "B09B884T84", "price": "$28.95", "delivery": "FREE delivery Tue, Apr 29 Only 4 left in stock - order soon."},
{"title": "Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women", "asin": "B09Q4ZJ78B", "price": "$45.99", "delivery": "FREE delivery Apr 25 - 29"},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag", "asin": "B0CZWLV34H", "price": "$29.99", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24"},
{"title": "Callaway Recycled Colored Golf Balls - Yellow, Good Condition - Great for Women & Men - Bulk", "asin": "B09MZSFK83", "price": "$21.99", "delivery": "FREE delivery Thu, May 1 Only 20 left in stock - order soon."},
{"title": "50 Recycled & Used AVX Golf Balls Pack for Titleist AVX Golf Balls - Premium Recycled and Used AVX Golf Balls - Includes Mesh Carrying Bag - Good Condition", "asin": "B0DW8RKK2Y", "price": "$49.99", "delivery": "FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24 Only 10 left in stock - order soon."},
{"title": "48 Used Golf Balls \u2013 Recycled Bulk Mix of Brands & Colors for Practice & Play \u2013 Good Condition \u2013 Includes Mesh Bag \u2013 Budget-Friendly & Sustainable Golf Balls", "asin": "B0F1ZKDZMW", "price": "$36.99", "delivery": "FREE delivery Apr 22 - 24"},
{"title": "Long Distance Peak Performance Golf Balls (15PK) All Levels-Nitro White Out 70 Compression High Velocity White Hot Core Long Distance Golf Balls USGA Approved-Total of 15-Multi-color", "asin": "B00JJQQM0S", "price": "$14.34", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "WILSON 2024 Chaos Golf Balls - 24 Balls", "asin": "B0CQMSWN65", "price": "$24.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Professional Golf Crystal Golf Ball Mix - Great Crystal Colors & Styles! 50 Mint Quality Used Crystal Golf Balls (AAAAA Blue Green Orange Yellow Mix), Model Number: 50PK-Crystal Mix", "asin": "B0887LNSWF", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
{"title": "Clean Green Golf Balls 48 Pink Golf Balls Pack Recycled Different Major Brands Bulk Mix - Good Condition Graded Ball - Includes Mesh Carrying Bag", "asin": "B09LBMZ5ZP", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
{"title": "48-Pack Clean Green Recycled Yellow Golf Balls - Neon Colored - Used Good Condition - Includes Mesh Carry Bag - Cheap Golf Balls for Men and Women", "asin": "B09JYJHKD7", "price": "$45.99", "delivery": "FREE delivery Apr 28 - 30 for Prime members"},
{"title": "100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet", "asin": "B09F5VV8DW", "price": "$54.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Nitro Maximum Distance Golf Ball (12-Pack)", "asin": "B00HB083SI", "price": "$12.94", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Assorted Recycle Golf Balls Hit Away Practice Recycled Golf Balls (Pack of 200)", "asin": "B00QZCOJX6", "price": "$78.99", "delivery": "FREE delivery Tue, Apr 29"},
{"title": "Nitro Golf Glycerin 15 Ball Pack Nitro Golf Balls", "asin": "B07GP14BRR", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Golf Ball Planet 24 Pack Matte Color Assorted Used Golf Balls", "asin": "B0CNS5PCGY", "price": "$28.99", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 23"},
{"title": "Thorza Colored Golf Balls - Multicolored Set of 6, 12, 24 for Kids Mini Golf, Putting Practice and Children Training", "asin": "B07ZWHXGG7", "price": "$34.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White", "asin": "B074ZPLDS8", "price": "$43.39", "delivery": "FREE delivery Apr 24 - 28"},
{"title": "Titleist Golf Balls", "asin": "B00TX6YQO8", "price": "$48.42", "delivery": "FREE delivery Apr 23 - 25"},
{"title": "LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White", "asin": "B07G5Z599N", "price": "$34.11", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "300 Shag/Practice/Hit Away/Range Used Golf Ball Mix", "asin": "B09FP3Y8JX", "price": "$139.99", "delivery": "FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 23"},
{"title": "Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange", "asin": "B00JJQQJ3S", "price": "$13.78", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon", "asin": "B09Q84DJBJ", "price": "$37.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "100% Recycled Golf Balls - Handpicked & Assorted HIT Away Used Golf Ball Bag - Ready to Play - Ideal for Driving Range Practice & Course Training", "asin": "B0BYB59W5T", "price": "$44.99", "delivery": "FREE delivery May 8 - 31 for Prime members"},
{"title": "Various Brands Recycled B Grade Golf Balls in Mesh Bag (48 Pack, Optic Pink Mixed)", "asin": "B00880G116", "price": "$49.99", "delivery": "FREE delivery Tue, Apr 29"},
{"title": "Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men", "asin": "B0CWQ5MK9R", "price": "$38.99", "delivery": "FREE delivery Fri, Apr 25 for Prime members"},
{"title": "Clean Green Golf Balls 48 Orange Golf Balls of Various Brand Names - Good Condition Grade - May Include Brands for Callaway, Titleist, Top-Flite, Nitro, Wilson and More - Includes Mesh Carrying Bag", "asin": "B09M4BSFL1", "price": "$42.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"},
{"title": "Callaway 50 Mix 5A/4A - 100% Recycled Golf Balls - Handpicked & Assorted Models Used Golf Balls Bag - Ready to Play - 50 Pack Used Golf Balls Bulk", "asin": "B0CB4T4KMJ", "price": "$59.99", "delivery": "FREE delivery Apr 28 - 30"},
{"title": "100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag", "asin": "B09CQFLGM6", "price": "$47.99", "delivery": "FREE delivery Thu, Apr 24 for Prime members"},
{"title": "LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White", "asin": "B0CVFHGY3Y", "price": "$21.80", "delivery": " One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Golf Ball Country Cheap Bulk of Assorted Recycled Used Golf Balls Hit-Away - Perfect for Practice and Range Hitting - 100 Package, Assorted Colors, for Men and for Women", "asin": "B086FGBFX8", "price": "$33.00", "delivery": "FREE delivery Thu, May 1 Or fastest delivery Wed, Apr 23"},
{"title": "Callaway Golf Supersoft Golf Balls", "asin": "B0BMJ9HFNM", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack", "asin": "B00CK8TBFA", "price": "$63.87", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag", "asin": "B09K11J4G2", "price": "$38.99", "delivery": "FREE delivery Apr 26 - May 1 for Prime members"},
{"title": "PG Golf Ball Mix", "asin": "B0888V671R", "price": "$39.33", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Yellow Used Golf Ball Mix - Mix Brands & Styles - 50 Near Mint Quality Used Yellow Golf Balls (AAAA)", "asin": "B0CD914GSZ", "price": "$44.99", "delivery": " Two-Day FREE delivery Mon, Apr 21"},
{"title": "Golf Balls 6Pack Colored Gift Training Novelty Practice Variety Fun Set for All Golfers Kids Blue Green Red Yellow Colorful", "asin": "B082YQ6NDZ", "price": "$14.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition", "asin": "B09Q4SXCGT", "price": "$68.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"},
{"title": "Afford-A-Ball Golf - Hit Away Used and Recycled Shag Golf Balls (50, 100, 300 Count) - Miscellaneous (2A) Golf Supplies for Men & Women - Backyard Practice", "asin": "B0DFTZQS8M", "price": "$43.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 20"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T17:48:06.884Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-19T17:48:06.884Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CVWZ189F\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-19T17:48:06.884Z\",\"action\": \"click_product\",\"acion_argument\": \"B0CVWZ189F\",}</answer>",
"index": 2658,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"used colorful golf balls\"}],\n\"promotion_items\": [{\"title\": \"Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women\", \"asin\": \"B09T2LL8NR\", \"price\": \"$56.95\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32HVGLN\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B09MZSFK83\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet Pro V1 Mixed Years AAA/Good Recycled (Used) Golf Balls\", \"asin\": \"B09GQMX965\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls for Taylormade\", \"asin\": \"B09QRNYYS2\", \"price\": \"$64.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 600 Hit Away Used Golf Balls\", \"asin\": \"B08KHW8FP8\", \"price\": \"$269.99\", \"quantity\": \"\"},\n{\"title\": \"Titleist Pro V1X Personalized Golf Balls |Add Logo, Image or Text (Set of 12)\", \"asin\": \"B0BNJZD6MD\", \"price\": \"$84.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Clean Green Golf Balls 48 Pack of Recycled Golf Balls for Bridgestone Golf Balls - Good Condition Used Golf Balls Recycled - includes 48 Golf Balls and Mesh Carrying Bag\", \"asin\": \"B09K1RPTFV\"},\n{\"title\": \"Clean Green Golf Balls 24 Ball Pack Recycled Used for Titleist Pro V1X Golf Balls Brand Bulk Mix - Good Condition for Titleist Golf Balls - includes Mesh Carrying Bag & Recycled and Used Golf Balls\", \"asin\": \"B09LFW369M\"},\n{\"title\": \"48-Pack Clean Green Recycled Yellow Golf Balls - Neon Colored - Used Good Condition - Includes Mesh Carry Bag - Cheap Golf Balls for Men and Women\", \"asin\": \"B09JYJHKD7\"}],\n\"search_results\": [{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Colored Mix for Practice & Play \\u2013 Good Condition \\u2013 Includes Mesh Bag \\u2013 Budget-Friendly & Sustainable Golf Balls\", \"asin\": \"B0F1ZJP651\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 22 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"Golf Ball Monkey Recycled Golf Balls Mix of TP5 & TP5X Yellow 100 Pack - Good Condition Used Golf Balls\", \"asin\": \"B0CZ7GGRKS\", \"price\": \"$84.95\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 8 left in stock - order soon.\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women\", \"asin\": \"B09T2LL8NR\", \"price\": \"$56.95\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 6 left in stock - order soon.\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled Top Flite Golf Balls Multicolor 50 Pack - Mix of Top Flite XL Golfballs, Hammer & Empower - Mix of 5A & 4A Used Top Flight Balls for Men & for Women\", \"asin\": \"B0C6C7N3TS\", \"price\": \"$37.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32HVGLN\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 28 - 30 Only 1 left in stock - order soon.\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09MZSGD1V\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Apr 24 - 26 for Prime members\"},\n{\"title\": \"Clean Green Golf Balls 24 Pack Recycled Used Matte Colored Balls - Brand Name Bulk Mix - Good Condition Graded Ball - Includes 24 GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09L5DXB2X\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Thu, Apr 24 for Prime members\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"50 Colored Recycled Value Golf Balls in Mesh Bag, 5A/4A (Mint/Near-Mint), Multi-Color\", \"asin\": \"B0DPJJNX74\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24\"},\n{\"title\": \"Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men\", \"asin\": \"B0CVWZ189F\", \"price\": \"$25.99\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24\"},\n{\"title\": \"Balls 48 Colored Mix - Good Condition - Ready to Play (RTP) - Recycled Used Golf Balls\", \"asin\": \"B0B1CJKHNH\", \"price\": \"$47.10\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 23\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Golf Ball Monkey Cheap Volvik Matte Golf Balls Neon Multicolored - Premium Used Volvik Matte Bright Colored Golfballs for Men and Women\", \"asin\": \"B09TDDCHQL\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Apr 25 - 29 Only 20 left in stock - order soon.\"},\n{\"title\": \"Nitro Ultimate Distance Golf Ball (15-Pack), Multi-Colored\", \"asin\": \"B00JJQQIIE\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32HVGLN\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 28 - 30\"},\n{\"title\": \"12 Near Mint (AAAA) Used/Recycled Colored Supersoft Golf Balls for Callaway\", \"asin\": \"B0BPDV9G43\"},\n{\"title\": \"Callaway Recycled Colored Golf Balls - Yellow, Good Condition - Great for Women & Men - Bulk\", \"asin\": \"B09MZRJ7CZ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0CVFC5PJ6\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"Golf Ball Monkey Pro Series Brand Bulk Golf Balls and Tees Set Variety Mix- Recycled & Used Pro Golf Balls from Top Brands in a Mix of Mint & Near Mint Condition w/ 15 Tees & MeshBag\", \"asin\": \"B0CW4BYTV1\", \"price\": \"$89.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM Only 17 left in stock - order soon.\"},\n{\"title\": \"Golf Ball Monkey Cheap Recycled for Callaway Golf Balls Mix for Callaway Supersoft Golf Balls, Superfast, Superhot, Warbirds, Diablo, Hex Tour Soft & More\", \"asin\": \"B0CLKQ345V\", \"price\": \"$26.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"Golf Ball Planet Pro V1 Mixed Years Used Golf Balls 4A/Near Mint\", \"asin\": \"B0CTWDV66K\", \"price\": \"$39.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Colorful Matte/Glossy Assorted Brands/Colors Two Dozen Recycled Golf Balls - Pack of 24\", \"asin\": \"B09B884T84\", \"price\": \"$28.95\", \"delivery\": \"FREE delivery Tue, Apr 29 Only 4 left in stock - order soon.\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B09Q4ZJ78B\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Apr 25 - 29\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"72 Shag/Practice/Hitaway/Range Used Golf Balls Mix in Mesh Bag\", \"asin\": \"B0CZWLV34H\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24\"},\n{\"title\": \"Callaway Recycled Colored Golf Balls - Yellow, Good Condition - Great for Women & Men - Bulk\", \"asin\": \"B09MZSFK83\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Thu, May 1 Only 20 left in stock - order soon.\"},\n{\"title\": \"50 Recycled & Used AVX Golf Balls Pack for Titleist AVX Golf Balls - Premium Recycled and Used AVX Golf Balls - Includes Mesh Carrying Bag - Good Condition\", \"asin\": \"B0DW8RKK2Y\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Apr 25 - 29 Or fastest delivery Apr 23 - 24 Only 10 left in stock - order soon.\"},\n{\"title\": \"48 Used Golf Balls \\u2013 Recycled Bulk Mix of Brands & Colors for Practice & Play \\u2013 Good Condition \\u2013 Includes Mesh Bag \\u2013 Budget-Friendly & Sustainable Golf Balls\", \"asin\": \"B0F1ZKDZMW\", \"price\": \"$36.99\", \"delivery\": \"FREE delivery Apr 22 - 24\"},\n{\"title\": \"Long Distance Peak Performance Golf Balls (15PK) All Levels-Nitro White Out 70 Compression High Velocity White Hot Core Long Distance Golf Balls USGA Approved-Total of 15-Multi-color\", \"asin\": \"B00JJQQM0S\", \"price\": \"$14.34\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"WILSON 2024 Chaos Golf Balls - 24 Balls\", \"asin\": \"B0CQMSWN65\", \"price\": \"$24.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Professional Golf Crystal Golf Ball Mix - Great Crystal Colors & Styles! 50 Mint Quality Used Crystal Golf Balls (AAAAA Blue Green Orange Yellow Mix), Model Number: 50PK-Crystal Mix\", \"asin\": \"B0887LNSWF\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"Clean Green Golf Balls 48 Pink Golf Balls Pack Recycled Different Major Brands Bulk Mix - Good Condition Graded Ball - Includes Mesh Carrying Bag\", \"asin\": \"B09LBMZ5ZP\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"48-Pack Clean Green Recycled Yellow Golf Balls - Neon Colored - Used Good Condition - Includes Mesh Carry Bag - Cheap Golf Balls for Men and Women\", \"asin\": \"B09JYJHKD7\", \"price\": \"$45.99\", \"delivery\": \"FREE delivery Apr 28 - 30 for Prime members\"},\n{\"title\": \"100 Shag/Practice/Hit Away/Range Used Golf Ball Mix in Mesh Bag - Golf Ball Planet\", \"asin\": \"B09F5VV8DW\", \"price\": \"$54.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Nitro Maximum Distance Golf Ball (12-Pack)\", \"asin\": \"B00HB083SI\", \"price\": \"$12.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Assorted Recycle Golf Balls Hit Away Practice Recycled Golf Balls (Pack of 200)\", \"asin\": \"B00QZCOJX6\", \"price\": \"$78.99\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"Nitro Golf Glycerin 15 Ball Pack Nitro Golf Balls\", \"asin\": \"B07GP14BRR\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Planet 24 Pack Matte Color Assorted Used Golf Balls\", \"asin\": \"B0CNS5PCGY\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 23\"},\n{\"title\": \"Thorza Colored Golf Balls - Multicolored Set of 6, 12, 24 for Kids Mini Golf, Putting Practice and Children Training\", \"asin\": \"B07ZWHXGG7\", \"price\": \"$34.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"72 Kirkland Signature Performance Plus - Near Mint (AAAA) Grade - Recycled (Used) Golf Balls,White\", \"asin\": \"B074ZPLDS8\", \"price\": \"$43.39\", \"delivery\": \"FREE delivery Apr 24 - 28\"},\n{\"title\": \"Titleist Golf Balls\", \"asin\": \"B00TX6YQO8\", \"price\": \"$48.42\", \"delivery\": \"FREE delivery Apr 23 - 25\"},\n{\"title\": \"LostGolfBalls Kirkland Signature Golf Balls, Near Mint, AAAA Quality, 50 Pack, White\", \"asin\": \"B07G5Z599N\", \"price\": \"$34.11\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"300 Shag/Practice/Hit Away/Range Used Golf Ball Mix\", \"asin\": \"B09FP3Y8JX\", \"price\": \"$139.99\", \"delivery\": \"FREE delivery Apr 23 - 25 Or fastest delivery Apr 22 - 23\"},\n{\"title\": \"Long Distance High-Durability Golf Balls (15PK) All Levels-Nitro Ultimate Distance Titanium Core High Velocity Great Stop & Sticking ability Golf Balls USGA Approved-Total of 15-Orange\", \"asin\": \"B00JJQQJ3S\", \"price\": \"$13.78\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Golf Ball Planet 48 Store Line Assorted Used Recycled Golf Balls in Reusable Mesh Bag 4A/3A Condititon\", \"asin\": \"B09Q84DJBJ\", \"price\": \"$37.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"100% Recycled Golf Balls - Handpicked & Assorted HIT Away Used Golf Ball Bag - Ready to Play - Ideal for Driving Range Practice & Course Training\", \"asin\": \"B0BYB59W5T\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery May 8 - 31 for Prime members\"},\n{\"title\": \"Various Brands Recycled B Grade Golf Balls in Mesh Bag (48 Pack, Optic Pink Mixed)\", \"asin\": \"B00880G116\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Tue, Apr 29\"},\n{\"title\": \"Golf Ball Monkey Cheap Golf Balls - Value Line Series Used Golf Balls Bulk with 15 Tees & Mesh Bag - 4A Near Mint Recycled Golf Balls Colored - Store Line Series Bulk Golf Balls Recycled for Men\", \"asin\": \"B0CWQ5MK9R\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Fri, Apr 25 for Prime members\"},\n{\"title\": \"Clean Green Golf Balls 48 Orange Golf Balls of Various Brand Names - Good Condition Grade - May Include Brands for Callaway, Titleist, Top-Flite, Nitro, Wilson and More - Includes Mesh Carrying Bag\", \"asin\": \"B09M4BSFL1\", \"price\": \"$42.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Callaway 50 Mix 5A/4A - 100% Recycled Golf Balls - Handpicked & Assorted Models Used Golf Balls Bag - Ready to Play - 50 Pack Used Golf Balls Bulk\", \"asin\": \"B0CB4T4KMJ\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Apr 28 - 30\"},\n{\"title\": \"100 Hit-Away Used Golf Balls Bulk - Recycled Golf Balls for Men - Practice & Range Golf Balls - Mix in Mesh Shag Bag\", \"asin\": \"B09CQFLGM6\", \"price\": \"$47.99\", \"delivery\": \"FREE delivery Thu, Apr 24 for Prime members\"},\n{\"title\": \"LostGolfBalls - 12 Titleist Pro V1 Golf Balls in Mint Condition, 2023 Year Model, No Logos, No Player Markings, Refinished Used Golf Balls, Quality Guaranteed, White\", \"asin\": \"B0CVFHGY3Y\", \"price\": \"$21.80\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Golf Ball Country Cheap Bulk of Assorted Recycled Used Golf Balls Hit-Away - Perfect for Practice and Range Hitting - 100 Package, Assorted Colors, for Men and for Women\", \"asin\": \"B086FGBFX8\", \"price\": \"$33.00\", \"delivery\": \"FREE delivery Thu, May 1 Or fastest delivery Wed, Apr 23\"},\n{\"title\": \"Callaway Golf Supersoft Golf Balls\", \"asin\": \"B0BMJ9HFNM\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"50 Near Mint Titleist Pro V1 AAAA Recycled Used Golf Balls, 50-Pack\", \"asin\": \"B00CK8TBFA\", \"price\": \"$63.87\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Clean Green Golf Balls 48 Recycled Used Top Flite Golf Balls - Good Condition Top Flight Recycled Golf Balls, Great Distance Golf Balls - includes 48 Golf Balls and Mesh Carrying Bag\", \"asin\": \"B09K11J4G2\", \"price\": \"$38.99\", \"delivery\": \"FREE delivery Apr 26 - May 1 for Prime members\"},\n{\"title\": \"PG Golf Ball Mix\", \"asin\": \"B0888V671R\", \"price\": \"$39.33\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Yellow Used Golf Ball Mix - Mix Brands & Styles - 50 Near Mint Quality Used Yellow Golf Balls (AAAA)\", \"asin\": \"B0CD914GSZ\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 21\"},\n{\"title\": \"Golf Balls 6Pack Colored Gift Training Novelty Practice Variety Fun Set for All Golfers Kids Blue Green Red Yellow Colorful\", \"asin\": \"B082YQ6NDZ\", \"price\": \"$14.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Golf Ball Planet 100 Store Line Assorted Used Recycled Golf Balls 4A/3A Condition\", \"asin\": \"B09Q4SXCGT\", \"price\": \"$68.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"},\n{\"title\": \"Afford-A-Ball Golf - Hit Away Used and Recycled Shag Golf Balls (50, 100, 300 Count) - Miscellaneous (2A) Golf Supplies for Men & Women - Backyard Practice\", \"asin\": \"B0DFTZQS8M\", \"price\": \"$43.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 20\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:48:06.884Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"used colorful golf balls\"}],\n\"product_details\": [{\"asin\": \"B0CVWZ189F\"},\n{\"title\": \"Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men\"},\n{\"price\": \"$25.99\"},\n{\"bullet_list\": \"3A \\\"Good\\\" Condition: Balls are ready to play but may have some scuffs, blemishes, discoloration (hard to tell on colored balls), or markings. These are similar to balls that have been played for a 6 - 12 holes and are still very playable. This is a mix of only the best brands. Vice, Bridgestone, TaylorMade, and more. Ideal for the weekend golfer who knows the $5 ProV won't make a difference, the golfer who just likes colored balls, or the golfer who knows these will end up in the woods anyway.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Count\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32CDJ2C\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball...\", \"asin\": \"B08BF96G78\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Activ Life Super Bright LED Golf Balls, 8 Minutes to Retrieve Ball & 40 Hours Battery Life, Golf Balls That Light Up at Night, Glow in The Dark, Ideal Gift for Men\", \"asin\": \"B08H8BJZP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B0BSG8GQ3D\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women\", \"asin\": \"B09T2LL8NR\", \"price\": \"$56.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0CVFBXJDH\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\", \"asin\": \"B0CKCW5JMZ\", \"price\": \"$28.45\", \"quantity\": \"\"},\n{\"title\": \"Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball ...\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Xwejek Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball Fun Set for All Golfer Indoor&Outdoor Putting\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Vinsot Standard Golf Balls Bulk Solid Rubber Golf Soft Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training DIY Gifts\", \"asin\": \"B0DX768PMP\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:48:26.666Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-19T17:48:26.666Z
|
click
|
review
|
rule
|
train
| 2,659 |
2025-04-19T17:48:26.666Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-10T22:57:09.791Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:57:13.845Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T17:47:36.760Z", "action": "input", "action_argument": "used colorful golf balls"}
{"timestamp": "2025-04-19T17:47:37.031Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T17:48:06.884Z", "action": "click_product", "action_argument": "B0CVWZ189F"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "used colorful golf balls"}],
"product_details": [{"asin": "B0CVWZ189F"},
{"title": "Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men"},
{"price": "$25.99"},
{"bullet_list": "3A \"Good\" Condition: Balls are ready to play but may have some scuffs, blemishes, discoloration (hard to tell on colored balls), or markings. These are similar to balls that have been played for a 6 - 12 holes and are still very playable. This is a mix of only the best brands. Vice, Bridgestone, TaylorMade, and more. Ideal for the weekend golfer who knows the $5 ProV won't make a difference, the golfer who just likes colored balls, or the golfer who knows these will end up in the woods anyway."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Count"}],
"promotion_items": [{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32CDJ2C", "price": "$59.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball...", "asin": "B08BF96G78", "price": "$21.99", "quantity": ""},
{"title": "Max Soft Golf Balls", "asin": "B08HK269QT", "price": "$21.95", "quantity": ""},
{"title": "Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch", "asin": "B01BUC1AAK", "price": "$7.99", "quantity": ""},
{"title": "Infusion Miniature Golf Balls", "asin": "B07N4BSZ9K", "price": "$34.99", "quantity": ""},
{"title": "Activ Life Super Bright LED Golf Balls, 8 Minutes to Retrieve Ball & 40 Hours Battery Life, Golf Balls That Light Up at Night, Glow in The Dark, Ideal Gift for Men", "asin": "B08H8BJZP8", "price": "$14.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women", "asin": "B0BSG8GQ3D", "price": "$69.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women", "asin": "B09T2LL8NR", "price": "$56.95", "quantity": ""},
{"title": "Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch", "asin": "B01BUC1AAK", "price": "$7.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0CVFBXJDH", "price": "$27.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte", "asin": "B0CKCW5JMZ", "price": "$28.45", "quantity": ""},
{"title": "Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball ...", "asin": "B0CJTRJFX1", "price": "$13.99", "quantity": ""},
{"title": "Xwejek Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball Fun Set for All Golfer Indoor&Outdoor Putting", "asin": "B0CJTRJFX1", "price": "$13.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "quantity": ""},
{"title": "Infusion Miniature Golf Balls", "asin": "B07N4BSZ9K", "price": "$34.99", "quantity": ""},
{"title": "Vinsot Standard Golf Balls Bulk Solid Rubber Golf Soft Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training DIY Gifts", "asin": "B0DX768PMP", "price": "$44.99", "quantity": ""},
{"title": "Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch", "asin": "B01BUC1AAK", "price": "$7.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "ACCUFLI Max Soft Golf Balls", "asin": "B08HK269QT", "price": "$21.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T17:48:26.666Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-19T17:48:26.666Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-19T17:48:26.666Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2659,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"used colorful golf balls\"}],\n\"product_details\": [{\"asin\": \"B0CVWZ189F\"},\n{\"title\": \"Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men\"},\n{\"price\": \"$25.99\"},\n{\"bullet_list\": \"3A \\\"Good\\\" Condition: Balls are ready to play but may have some scuffs, blemishes, discoloration (hard to tell on colored balls), or markings. These are similar to balls that have been played for a 6 - 12 holes and are still very playable. This is a mix of only the best brands. Vice, Bridgestone, TaylorMade, and more. Ideal for the weekend golfer who knows the $5 ProV won't make a difference, the golfer who just likes colored balls, or the golfer who knows these will end up in the woods anyway.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Count\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32CDJ2C\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball...\", \"asin\": \"B08BF96G78\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Activ Life Super Bright LED Golf Balls, 8 Minutes to Retrieve Ball & 40 Hours Battery Life, Golf Balls That Light Up at Night, Glow in The Dark, Ideal Gift for Men\", \"asin\": \"B08H8BJZP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B0BSG8GQ3D\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women\", \"asin\": \"B09T2LL8NR\", \"price\": \"$56.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0CVFBXJDH\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\", \"asin\": \"B0CKCW5JMZ\", \"price\": \"$28.45\", \"quantity\": \"\"},\n{\"title\": \"Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball ...\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Xwejek Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball Fun Set for All Golfer Indoor&Outdoor Putting\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Vinsot Standard Golf Balls Bulk Solid Rubber Golf Soft Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training DIY Gifts\", \"asin\": \"B0DX768PMP\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:48:26.666Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n{\"timestamp\": \"2025-04-19T17:48:26.666Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"used colorful golf balls\"}],\n\"product_details\": [{\"asin\": \"B0CVWZ189F\"},\n{\"title\": \"Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men\"},\n{\"price\": \"$25.99\"},\n{\"bullet_list\": \"3A \\\"Good\\\" Condition: Balls are ready to play but may have some scuffs, blemishes, discoloration (hard to tell on colored balls), or markings. These are similar to balls that have been played for a 6 - 12 holes and are still very playable. This is a mix of only the best brands. Vice, Bridgestone, TaylorMade, and more. Ideal for the weekend golfer who knows the $5 ProV won't make a difference, the golfer who just likes colored balls, or the golfer who knows these will end up in the woods anyway.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Count\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32CDJ2C\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball...\", \"asin\": \"B08BF96G78\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Activ Life Super Bright LED Golf Balls, 8 Minutes to Retrieve Ball & 40 Hours Battery Life, Golf Balls That Light Up at Night, Glow in The Dark, Ideal Gift for Men\", \"asin\": \"B08H8BJZP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B0BSG8GQ3D\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women\", \"asin\": \"B09T2LL8NR\", \"price\": \"$56.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0CVFBXJDH\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\", \"asin\": \"B0CKCW5JMZ\", \"price\": \"$28.45\", \"quantity\": \"\"},\n{\"title\": \"Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball ...\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Xwejek Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball Fun Set for All Golfer Indoor&Outdoor Putting\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Vinsot Standard Golf Balls Bulk Solid Rubber Golf Soft Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training DIY Gifts\", \"asin\": \"B0DX768PMP\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:48:36.878Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-19T17:48:36.878Z
|
click
|
review
|
rule
|
train
| 2,660 |
2025-04-19T17:48:36.878Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-10T22:57:09.791Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:57:13.845Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T17:47:36.760Z", "action": "input", "action_argument": "used colorful golf balls"}
{"timestamp": "2025-04-19T17:47:37.031Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T17:48:06.884Z", "action": "click_product", "action_argument": "B0CVWZ189F"}
{"timestamp": "2025-04-19T17:48:26.666Z", "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": "used colorful golf balls"}],
"product_details": [{"asin": "B0CVWZ189F"},
{"title": "Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men"},
{"price": "$25.99"},
{"bullet_list": "3A \"Good\" Condition: Balls are ready to play but may have some scuffs, blemishes, discoloration (hard to tell on colored balls), or markings. These are similar to balls that have been played for a 6 - 12 holes and are still very playable. This is a mix of only the best brands. Vice, Bridgestone, TaylorMade, and more. Ideal for the weekend golfer who knows the $5 ProV won't make a difference, the golfer who just likes colored balls, or the golfer who knows these will end up in the woods anyway."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Count"}],
"promotion_items": [{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32CDJ2C", "price": "$59.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball...", "asin": "B08BF96G78", "price": "$21.99", "quantity": ""},
{"title": "Max Soft Golf Balls", "asin": "B08HK269QT", "price": "$21.95", "quantity": ""},
{"title": "Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch", "asin": "B01BUC1AAK", "price": "$7.99", "quantity": ""},
{"title": "Infusion Miniature Golf Balls", "asin": "B07N4BSZ9K", "price": "$34.99", "quantity": ""},
{"title": "Activ Life Super Bright LED Golf Balls, 8 Minutes to Retrieve Ball & 40 Hours Battery Life, Golf Balls That Light Up at Night, Glow in The Dark, Ideal Gift for Men", "asin": "B08H8BJZP8", "price": "$14.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women", "asin": "B0BSG8GQ3D", "price": "$69.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women", "asin": "B09T2LL8NR", "price": "$56.95", "quantity": ""},
{"title": "Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch", "asin": "B01BUC1AAK", "price": "$7.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0CVFBXJDH", "price": "$27.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte", "asin": "B0CKCW5JMZ", "price": "$28.45", "quantity": ""},
{"title": "Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball ...", "asin": "B0CJTRJFX1", "price": "$13.99", "quantity": ""},
{"title": "Xwejek Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball Fun Set for All Golfer Indoor&Outdoor Putting", "asin": "B0CJTRJFX1", "price": "$13.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "quantity": ""},
{"title": "Infusion Miniature Golf Balls", "asin": "B07N4BSZ9K", "price": "$34.99", "quantity": ""},
{"title": "Vinsot Standard Golf Balls Bulk Solid Rubber Golf Soft Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training DIY Gifts", "asin": "B0DX768PMP", "price": "$44.99", "quantity": ""},
{"title": "Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch", "asin": "B01BUC1AAK", "price": "$7.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "ACCUFLI Max Soft Golf Balls", "asin": "B08HK269QT", "price": "$21.95", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T17:48:36.878Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-19T17:48:36.878Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-19T17:48:36.878Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2660,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n{\"timestamp\": \"2025-04-19T17:48:26.666Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"used colorful golf balls\"}],\n\"product_details\": [{\"asin\": \"B0CVWZ189F\"},\n{\"title\": \"Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men\"},\n{\"price\": \"$25.99\"},\n{\"bullet_list\": \"3A \\\"Good\\\" Condition: Balls are ready to play but may have some scuffs, blemishes, discoloration (hard to tell on colored balls), or markings. These are similar to balls that have been played for a 6 - 12 holes and are still very playable. This is a mix of only the best brands. Vice, Bridgestone, TaylorMade, and more. Ideal for the weekend golfer who knows the $5 ProV won't make a difference, the golfer who just likes colored balls, or the golfer who knows these will end up in the woods anyway.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Count\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32CDJ2C\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball...\", \"asin\": \"B08BF96G78\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Activ Life Super Bright LED Golf Balls, 8 Minutes to Retrieve Ball & 40 Hours Battery Life, Golf Balls That Light Up at Night, Glow in The Dark, Ideal Gift for Men\", \"asin\": \"B08H8BJZP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B0BSG8GQ3D\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women\", \"asin\": \"B09T2LL8NR\", \"price\": \"$56.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0CVFBXJDH\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\", \"asin\": \"B0CKCW5JMZ\", \"price\": \"$28.45\", \"quantity\": \"\"},\n{\"title\": \"Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball ...\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Xwejek Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball Fun Set for All Golfer Indoor&Outdoor Putting\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Vinsot Standard Golf Balls Bulk Solid Rubber Golf Soft Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training DIY Gifts\", \"asin\": \"B0DX768PMP\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:48:36.878Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n{\"timestamp\": \"2025-04-19T17:48:26.666Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:48:36.878Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"used colorful golf balls\"}],\n\"product_details\": [{\"asin\": \"B0CVWZ189F\"},\n{\"title\": \"Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men\"},\n{\"price\": \"$25.99\"},\n{\"bullet_list\": \"3A \\\"Good\\\" Condition: Balls are ready to play but may have some scuffs, blemishes, discoloration (hard to tell on colored balls), or markings. These are similar to balls that have been played for a 6 - 12 holes and are still very playable. This is a mix of only the best brands. Vice, Bridgestone, TaylorMade, and more. Ideal for the weekend golfer who knows the $5 ProV won't make a difference, the golfer who just likes colored balls, or the golfer who knows these will end up in the woods anyway.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Count\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32CDJ2C\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball...\", \"asin\": \"B08BF96G78\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Activ Life Super Bright LED Golf Balls, 8 Minutes to Retrieve Ball & 40 Hours Battery Life, Golf Balls That Light Up at Night, Glow in The Dark, Ideal Gift for Men\", \"asin\": \"B08H8BJZP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B0BSG8GQ3D\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women\", \"asin\": \"B09T2LL8NR\", \"price\": \"$56.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0CVFBXJDH\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\", \"asin\": \"B0CKCW5JMZ\", \"price\": \"$28.45\", \"quantity\": \"\"},\n{\"title\": \"Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball ...\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Xwejek Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball Fun Set for All Golfer Indoor&Outdoor Putting\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Vinsot Standard Golf Balls Bulk Solid Rubber Golf Soft Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training DIY Gifts\", \"asin\": \"B0DX768PMP\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09MZSGD1V\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)\", \"asin\": \"B07SBQX3FT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Champ Zarma FLYtee My Hite 3-1/4\\\" 25 count\", \"asin\": \"B07BDZ1GYW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Soneven Women's Golf Polo Shirts - Moisture Wicking Long Sleeve Collared V-Neck\", \"asin\": \"B0CZ48P7BF\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"B083J9WZLT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"B0C4KDXKWL\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:49:20.254Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-19T17:49:20.254Z
|
purchase
|
B0CVWZ189F
|
rule
|
train
| 2,661 |
2025-04-19T17:49:20.254Z
|
purchase
|
B0CVWZ189F
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T23:27:40.725Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:42.024Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:43.645Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:44.545Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T23:27:54.869Z", "action": "input", "action_argument": "golf"}
{"timestamp": "2025-04-06T23:27:55.171Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:01.249Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T23:28:06.445Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:06.616Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:08.635Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:12.714Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:17.885Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:18.255Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:19.117Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:37.032Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:28:39.504Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T23:29:19.447Z", "action": "click_product", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-06T23:29:57.756Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:10.556Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:12.656Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T23:30:56.359Z", "action": "purchase", "action_argument": "B09MZSGD1V"}
{"timestamp": "2025-04-10T22:57:09.791Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T22:57:13.845Z", "action": "click", "action_argument": "review"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-19T17:47:36.760Z", "action": "input", "action_argument": "used colorful golf balls"}
{"timestamp": "2025-04-19T17:47:37.031Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-19T17:48:06.884Z", "action": "click_product", "action_argument": "B0CVWZ189F"}
{"timestamp": "2025-04-19T17:48:26.666Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-19T17:48:36.878Z", "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": "used colorful golf balls"}],
"product_details": [{"asin": "B0CVWZ189F"},
{"title": "Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men"},
{"price": "$25.99"},
{"bullet_list": "3A \"Good\" Condition: Balls are ready to play but may have some scuffs, blemishes, discoloration (hard to tell on colored balls), or markings. These are similar to balls that have been played for a 6 - 12 holes and are still very playable. This is a mix of only the best brands. Vice, Bridgestone, TaylorMade, and more. Ideal for the weekend golfer who knows the $5 ProV won't make a difference, the golfer who just likes colored balls, or the golfer who knows these will end up in the woods anyway."}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Count"}],
"promotion_items": [{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32CDJ2C", "price": "$59.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball...", "asin": "B08BF96G78", "price": "$21.99", "quantity": ""},
{"title": "Max Soft Golf Balls", "asin": "B08HK269QT", "price": "$21.95", "quantity": ""},
{"title": "Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch", "asin": "B01BUC1AAK", "price": "$7.99", "quantity": ""},
{"title": "Infusion Miniature Golf Balls", "asin": "B07N4BSZ9K", "price": "$34.99", "quantity": ""},
{"title": "Activ Life Super Bright LED Golf Balls, 8 Minutes to Retrieve Ball & 40 Hours Battery Life, Golf Balls That Light Up at Night, Glow in The Dark, Ideal Gift for Men", "asin": "B08H8BJZP8", "price": "$14.99", "quantity": ""},
{"title": "48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix", "asin": "B0C32KJM92", "price": "$46.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women", "asin": "B0BSG8GQ3D", "price": "$69.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women", "asin": "B09T2LL8NR", "price": "$56.95", "quantity": ""},
{"title": "Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch", "asin": "B01BUC1AAK", "price": "$7.99", "quantity": ""},
{"title": "Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls", "asin": "B0CVFBXJDH", "price": "$27.99", "quantity": ""},
{"title": "Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte", "asin": "B0CKCW5JMZ", "price": "$28.45", "quantity": ""},
{"title": "Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball ...", "asin": "B0CJTRJFX1", "price": "$13.99", "quantity": ""},
{"title": "Xwejek Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball Fun Set for All Golfer Indoor&Outdoor Putting", "asin": "B0CJTRJFX1", "price": "$13.99", "quantity": ""},
{"title": "Golf Ball Planet 50 Pack Used Golf Balls Mix Colors", "asin": "B09NMN3MJQ", "price": "$44.99", "quantity": ""},
{"title": "Infusion Miniature Golf Balls", "asin": "B07N4BSZ9K", "price": "$34.99", "quantity": ""},
{"title": "Vinsot Standard Golf Balls Bulk Solid Rubber Golf Soft Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training DIY Gifts", "asin": "B0DX768PMP", "price": "$44.99", "quantity": ""},
{"title": "Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch", "asin": "B01BUC1AAK", "price": "$7.99", "quantity": ""},
{"title": "Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition", "asin": "B0BLJ5QG4M", "price": "$54.99", "quantity": ""},
{"title": "ACCUFLI Max Soft Golf Balls", "asin": "B08HK269QT", "price": "$21.95", "quantity": ""},
{"title": "Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag", "asin": "B09MZSGD1V", "price": "$26.99", "quantity": ""},
{"title": "ACCUFLI Max Soft Golf Balls", "asin": "B08HK269QT", "price": "$21.95", "quantity": ""},
{"title": "KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)", "asin": "B07SBQX3FT", "price": "$6.99", "quantity": ""},
{"title": "Champ Zarma FLYtee My Hite 3-1/4\" 25 count", "asin": "B07BDZ1GYW", "price": "$9.99", "quantity": ""},
{"title": "Soneven Women's Golf Polo Shirts - Moisture Wicking Long Sleeve Collared V-Neck", "asin": "B0CZ48P7BF", "price": "$27.99", "quantity": ""},
{"title": "THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction", "asin": "B083J9WZLT", "price": "$6.99", "quantity": ""},
{"title": "Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\"), Enhanced Durability & Stability, Minimize Friction and Side Spin", "asin": "B0C4KDXKWL", "price": "$9.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-19T17:49:20.254Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-19T17:49:20.254Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CVWZ189F\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-19T17:49:20.254Z\",\"action\": \"purchase\",\"acion_argument\": \"B0CVWZ189F\",}</answer>",
"index": 2661,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T23:27:40.725Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:42.024Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:43.645Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:44.545Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T23:27:54.869Z\", \"action\": \"input\", \"action_argument\": \"golf\"}\n{\"timestamp\": \"2025-04-06T23:27:55.171Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:01.249Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T23:28:06.445Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:06.616Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:08.635Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:12.714Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:17.885Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:18.255Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:19.117Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:37.032Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:28:39.504Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T23:29:19.447Z\", \"action\": \"click_product\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-06T23:29:57.756Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:10.556Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:12.656Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T23:30:56.359Z\", \"action\": \"purchase\", \"action_argument\": \"B09MZSGD1V\"}\n{\"timestamp\": \"2025-04-10T22:57:09.791Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T22:57:13.845Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-19T17:47:36.760Z\", \"action\": \"input\", \"action_argument\": \"used colorful golf balls\"}\n{\"timestamp\": \"2025-04-19T17:47:37.031Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-19T17:48:06.884Z\", \"action\": \"click_product\", \"action_argument\": \"B0CVWZ189F\"}\n{\"timestamp\": \"2025-04-19T17:48:26.666Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-19T17:48:36.878Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"used colorful golf balls\"}],\n\"product_details\": [{\"asin\": \"B0CVWZ189F\"},\n{\"title\": \"Colored Premium Brand Mix Golf Balls with Reusable Mesh Bag - Callaway, Vice, Taylormade and More - Used & Recycled Golf Balls for Women and Men\"},\n{\"price\": \"$25.99\"},\n{\"bullet_list\": \"3A \\\"Good\\\" Condition: Balls are ready to play but may have some scuffs, blemishes, discoloration (hard to tell on colored balls), or markings. These are similar to balls that have been played for a 6 - 12 holes and are still very playable. This is a mix of only the best brands. Vice, Bridgestone, TaylorMade, and more. Ideal for the weekend golfer who knows the $5 ProV won't make a difference, the golfer who just likes colored balls, or the golfer who knows these will end up in the woods anyway.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Count\"}],\n\"promotion_items\": [{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32CDJ2C\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"105 Pack Practice Golf Balls, Colored 40mm Hollow Plastic Golf Sports Training Ball...\", \"asin\": \"B08BF96G78\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Activ Life Super Bright LED Golf Balls, 8 Minutes to Retrieve Ball & 40 Hours Battery Life, Golf Balls That Light Up at Night, Glow in The Dark, Ideal Gift for Men\", \"asin\": \"B08H8BJZP8\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"48 Pro Line Used Golf Balls Bulk - Recycled Golf Balls Mix\", \"asin\": \"B0C32KJM92\", \"price\": \"$46.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Colored Golfballs Recycled Mix of Bright Golf Balls Colored from Popular Brands - 4A/Near Mint Used Golf Balls Assorted Hi Vis GolfBalls for Men & Women\", \"asin\": \"B0BSG8GQ3D\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Golf Balls Recycled Mix Neon Golfballs Colored Great Brands & Models! Used Bright Colored Balls for Men and Women\", \"asin\": \"B09T2LL8NR\", \"price\": \"$56.95\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Recycled Hit-Away Practice Golf Balls with Mesh Bag - Pre-Owned Used Golf Balls for Driving Range & Training Golf Balls\", \"asin\": \"B0CVFBXJDH\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Monkey Cheap Matte Recycled for Titleist Velocity Golf Balls Matte & for Titleist Trufeel Golfballs Good Condition Used Bright Colored Balls Matte\", \"asin\": \"B0CKCW5JMZ\", \"price\": \"$28.45\", \"quantity\": \"\"},\n{\"title\": \"Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball ...\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Xwejek Colored Golf Balls 8pcs Practice Mini Balls for Golf,Novelty Bright Miniature Ball Fun Set for All Golfer Indoor&Outdoor Putting\", \"asin\": \"B0CJTRJFX1\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 50 Pack Used Golf Balls Mix Colors\", \"asin\": \"B09NMN3MJQ\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Infusion Miniature Golf Balls\", \"asin\": \"B07N4BSZ9K\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Vinsot Standard Golf Balls Bulk Solid Rubber Golf Soft Training Balls for Hit Away Swing Driving Range Indoor Outdoor Training DIY Gifts\", \"asin\": \"B0DX768PMP\", \"price\": \"$44.99\", \"quantity\": \"\"},\n{\"title\": \"Callaway Performance Plastic Golf Tees (30 Pack) - 2.75 Inch\", \"asin\": \"B01BUC1AAK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Golf Ball Planet 72 Colored Used Golf Balls in Mesh Bag 3A/2A Condition\", \"asin\": \"B0BLJ5QG4M\", \"price\": \"$54.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"Clean Green Golf Balls Recycled Used Colored Brand Name Bulk Mix - AAA (3A) Good Condition Graded Ball - Includes GolfBalls and Mesh Carrying Bag\", \"asin\": \"B09MZSGD1V\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"ACCUFLI Max Soft Golf Balls\", \"asin\": \"B08HK269QT\", \"price\": \"$21.95\", \"quantity\": \"\"},\n{\"title\": \"KISEER 100 Pack Assorted Colors Professional Durable 2 3/4 Inch Plastic Golf Tees Bulk (Random Colors)\", \"asin\": \"B07SBQX3FT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Champ Zarma FLYtee My Hite 3-1/4\\\" 25 count\", \"asin\": \"B07BDZ1GYW\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Soneven Women's Golf Polo Shirts - Moisture Wicking Long Sleeve Collared V-Neck\", \"asin\": \"B0CZ48P7BF\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"THIODOON Golf Tees Professional Natural Wood Golf Tees Pack of 100, Golfing Tees Multiple Colors Size 3-1/4 inch, 2-3/4 inch or 2-1/8 inch, Tall Golf Tees Bulk Reduce Side Spin and Friction\", \"asin\": \"B083J9WZLT\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Full Choice Professional Plastic Golf Tees 100 Pack (3-1/4\\\"), Enhanced Durability & Stability, Minimize Friction and Side Spin\", \"asin\": \"B0C4KDXKWL\", \"price\": \"$9.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-19T17:49:20.254Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:26:18.274Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:26:18.274Z
|
click
|
other
|
rule
|
train
| 2,662 |
2025-04-04T20:26:18.274Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:26:18.274Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:26:18.274Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:26:18.274Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 2662,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:26:18.274Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:26:18.274Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:26:41.091Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-04T20:26:41.091Z
|
click
|
other
|
rule
|
train
| 2,663 |
2025-04-04T20:26:41.091Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-04T20:26:18.274Z", "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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-04T20:26:41.091Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-04T20:26:41.091Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-04T20:26:41.091Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 2663,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-04T20:26:18.274Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-04T20:26:41.091Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Columbia Men's PFG Uncharted Hoodie\"},\n{\"price\": \"$30.00\"},\n{\"bullet_list\": \"OMNI-SHADE: For mild to extreme sun exposure. Blocks harmful UVA and UVB rays that cause sunburns and long-term skin damage. The tight weave construction offers lasting sun protection against the full spectrum of sunshine. OMNI-WICK: Moisture-wicking technology for the outdoors. Omni-Wick pulls moisture from the skin into the fabric where it spreads across the surface to accelerate evaporation\\u2014for fast drying, enhanced next-to-skin comfort. RECYCLED CONTENT: You'll feel good knowing this garment is made from a recycled fabric blend. MADE FOR FISHING: With a crossover hood and sleeves with thumb holes, this quick-drying angler's hoodie feels right at home with every cast. NEW PFG FIT: Body Skimming fit with end-use mobility in mind. Fits closer to body than most PFG styles.\"},\n{\"asin\": \"B0C64379ZC\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"Cool Grey Heather\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Mens Long Sleeve T Shirts Hoodie with Thumb Holes Men Sun Shirts UV Protection Long Sleeve Moisture Wicking Active Shirts Grey\", \"asin\": \"B07WSWL4C2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"MIER Men's Long Sleeve Hiking Shirts UPF 50+ Sun Protection Fishing Hoodie SPF UV Running Workout Hooded T-Shirt, White, XL\", \"asin\": \"B09VP2F8ZP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Spyder Men's Active Hoodie Sweatshirt - Athletic Performance Fleece Workout Long Sleeve Pullover Hoodie for Men (Size: S-XXL), Size Large, Grey Heather\", \"asin\": \"B0DG5ZD16R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's UPF 50+ Sun Protective Hoodie Shirt Lightweight Full Zip Cool Feel for Running Outdoor\", \"asin\": \"B0DQ559BNG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SIR7 Men's Gym Workout Active Long Sleeve Pullover Lightweight Hoodie Casual Hooded Sweatshirts Grey Large\", \"asin\": \"B0B74FZWVN\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"CADMUS Men's Workout Long Sleeve Fishing Shirts UPF 50+ Sun Protection Dry Fit Hoodies, 3 Pack, 096, Black, Grey, Navy Blue, XX-Large\", \"asin\": \"B09VPH66BN\", \"price\": \"$40.09\", \"quantity\": \"\"},\n{\"title\": \"PURE CHAMP 3 Pack Fleece Hoodies for Men Long Sleeve Essentials Hoodie Cotton Active Athletic Workout Sweatshirts for Men\", \"asin\": \"B0CPQSG6HP\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:40:04.261Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T21:40:04.261Z
|
click
|
nav_bar
|
rule
|
train
| 2,664 |
2025-04-02T21:40:04.261Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"title": "Columbia Men's PFG Uncharted Hoodie"},
{"price": "$30.00"},
{"bullet_list": "OMNI-SHADE: For mild to extreme sun exposure. Blocks harmful UVA and UVB rays that cause sunburns and long-term skin damage. The tight weave construction offers lasting sun protection against the full spectrum of sunshine. OMNI-WICK: Moisture-wicking technology for the outdoors. Omni-Wick pulls moisture from the skin into the fabric where it spreads across the surface to accelerate evaporation\u2014for fast drying, enhanced next-to-skin comfort. RECYCLED CONTENT: You'll feel good knowing this garment is made from a recycled fabric blend. MADE FOR FISHING: With a crossover hood and sleeves with thumb holes, this quick-drying angler's hoodie feels right at home with every cast. NEW PFG FIT: Body Skimming fit with end-use mobility in mind. Fits closer to body than most PFG styles."},
{"asin": "B0C64379ZC"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "Small"},
{"Color": "Cool Grey Heather"}],
"promotion_items": [{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "Mens Long Sleeve T Shirts Hoodie with Thumb Holes Men Sun Shirts UV Protection Long Sleeve Moisture Wicking Active Shirts Grey", "asin": "B07WSWL4C2", "price": "$19.99", "quantity": ""},
{"title": "MIER Men's Long Sleeve Hiking Shirts UPF 50+ Sun Protection Fishing Hoodie SPF UV Running Workout Hooded T-Shirt, White, XL", "asin": "B09VP2F8ZP", "price": "$25.99", "quantity": ""},
{"title": "Spyder Men's Active Hoodie Sweatshirt - Athletic Performance Fleece Workout Long Sleeve Pullover Hoodie for Men (Size: S-XXL), Size Large, Grey Heather", "asin": "B0DG5ZD16R", "price": "$29.99", "quantity": ""},
{"title": "COOFANDY Men's UPF 50+ Sun Protective Hoodie Shirt Lightweight Full Zip Cool Feel for Running Outdoor", "asin": "B0DQ559BNG", "price": "$29.99", "quantity": ""},
{"title": "SIR7 Men's Gym Workout Active Long Sleeve Pullover Lightweight Hoodie Casual Hooded Sweatshirts Grey Large", "asin": "B0B74FZWVN", "price": "$25.99", "quantity": ""},
{"title": "CADMUS Men's Workout Long Sleeve Fishing Shirts UPF 50+ Sun Protection Dry Fit Hoodies, 3 Pack, 096, Black, Grey, Navy Blue, XX-Large", "asin": "B09VPH66BN", "price": "$40.09", "quantity": ""},
{"title": "PURE CHAMP 3 Pack Fleece Hoodies for Men Long Sleeve Essentials Hoodie Cotton Active Athletic Workout Sweatshirts for Men", "asin": "B0CPQSG6HP", "price": "$39.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T21:40:04.261Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T21:40:04.261Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T21:40:04.261Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 2664,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"title\": \"Columbia Men's PFG Uncharted Hoodie\"},\n{\"price\": \"$30.00\"},\n{\"bullet_list\": \"OMNI-SHADE: For mild to extreme sun exposure. Blocks harmful UVA and UVB rays that cause sunburns and long-term skin damage. The tight weave construction offers lasting sun protection against the full spectrum of sunshine. OMNI-WICK: Moisture-wicking technology for the outdoors. Omni-Wick pulls moisture from the skin into the fabric where it spreads across the surface to accelerate evaporation\\u2014for fast drying, enhanced next-to-skin comfort. RECYCLED CONTENT: You'll feel good knowing this garment is made from a recycled fabric blend. MADE FOR FISHING: With a crossover hood and sleeves with thumb holes, this quick-drying angler's hoodie feels right at home with every cast. NEW PFG FIT: Body Skimming fit with end-use mobility in mind. Fits closer to body than most PFG styles.\"},\n{\"asin\": \"B0C64379ZC\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"Small\"},\n{\"Color\": \"Cool Grey Heather\"}],\n\"promotion_items\": [{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Mens Long Sleeve T Shirts Hoodie with Thumb Holes Men Sun Shirts UV Protection Long Sleeve Moisture Wicking Active Shirts Grey\", \"asin\": \"B07WSWL4C2\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"MIER Men's Long Sleeve Hiking Shirts UPF 50+ Sun Protection Fishing Hoodie SPF UV Running Workout Hooded T-Shirt, White, XL\", \"asin\": \"B09VP2F8ZP\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Spyder Men's Active Hoodie Sweatshirt - Athletic Performance Fleece Workout Long Sleeve Pullover Hoodie for Men (Size: S-XXL), Size Large, Grey Heather\", \"asin\": \"B0DG5ZD16R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"COOFANDY Men's UPF 50+ Sun Protective Hoodie Shirt Lightweight Full Zip Cool Feel for Running Outdoor\", \"asin\": \"B0DQ559BNG\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"SIR7 Men's Gym Workout Active Long Sleeve Pullover Lightweight Hoodie Casual Hooded Sweatshirts Grey Large\", \"asin\": \"B0B74FZWVN\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"CADMUS Men's Workout Long Sleeve Fishing Shirts UPF 50+ Sun Protection Dry Fit Hoodies, 3 Pack, 096, Black, Grey, Navy Blue, XX-Large\", \"asin\": \"B09VPH66BN\", \"price\": \"$40.09\", \"quantity\": \"\"},\n{\"title\": \"PURE CHAMP 3 Pack Fleece Hoodies for Men Long Sleeve Essentials Hoodie Cotton Active Athletic Workout Sweatshirts for Men\", \"asin\": \"B0CPQSG6HP\", \"price\": \"$39.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:40:04.261Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:41:18.185Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T21:41:18.185Z
|
click
|
other
|
rule
|
train
| 2,665 |
2025-04-02T21:41:18.185Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T21:40:04.261Z", "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 final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T21:41:18.185Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T21:41:18.185Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T21:41:18.185Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 2665,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:41:18.185Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T21:41:18.185Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups\", \"asin\": \"B07PHQCH4C\", \"price\": \"$9.98\", \"quantity\": \"1\"},\n{\"title\": \"Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty\", \"asin\": \"B0CGCLXG1B\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint\", \"asin\": \"B0D95ZZ2L3\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small\", \"asin\": \"B0C63L1KV7\", \"price\": \"$34.50\", \"quantity\": \"1\"},\n{\"title\": \"APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M\", \"asin\": \"B0D7D3YCXQ\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)\", \"asin\": \"B08DTH6M77\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152\", \"asin\": \"B079FRVSPH\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\\u3010+ 6 Pick\\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)\", \"asin\": \"B0D7GY8KVW\", \"price\": \"$34.98\", \"quantity\": \"1\"},\n{\"title\": \"Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories\", \"asin\": \"B07PXYY3Y3\", \"price\": \"$8.49\", \"quantity\": \"1\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"B0C6DTTQWM\", \"price\": \"$79.99\", \"quantity\": \"1\"},\n{\"title\": \"Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts\", \"asin\": \"B0D5NBS724\", \"price\": \"$46.19\", \"quantity\": \"1\"},\n{\"title\": \"The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures\", \"asin\": \"0593686152\", \"price\": \"$14.10\", \"quantity\": \"1\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"quantity\": \"1\"},\n{\"title\": \"THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium\", \"asin\": \"B0CNBMCMP8\", \"price\": \"$300.00\", \"quantity\": \"1\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))\", \"asin\": \"1982159375\", \"price\": \"$10.91\", \"quantity\": \"1\"},\n{\"title\": \"EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump\", \"asin\": \"B004HLSZYQ\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Orgain X Justin's \\u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb\", \"asin\": \"B0CZZFKDC7\", \"price\": \"$29.99\"}],\n\"promotion_items\": [{\"title\": \"Epic 2.0 Hardside Lightweight and Durable ABS Shell Luggage, Spacious with Dual Spinning Wheels, Comfort Grip, Men and Women, 28-inch Large Check-In, Silver Lilac\", \"price\": \"$109.99\"},\n{\"title\": \"Luggage PC+ABS Aluminum Frame Zipperless Checked Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 28 Inch Haze Blue\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Fabrica Hardside Luggage with Spinner Wheels, Black, Checked-Medium 23 Inch\", \"asin\": \"\", \"price\": \"$110.90\", \"quantity\": \"\"},\n{\"title\": \"Norom BD 28\\\" 8-Wheel, Latte Logo, 28 Inch Roller Suitcase\", \"asin\": \"\", \"price\": \"$150.00\", \"quantity\": \"\"},\n{\"title\": \"Transporter 40L Wheeled Travel Duffel Bag, Tan Concrete\", \"asin\": \"\", \"price\": \"$263.54\", \"quantity\": \"\"},\n{\"title\": \"Boren Polycarbonate Hardside Rugged Travel Suitcase Luggage with 8 Spinner Wheels, Aluminum Handle, Black, 2-Piece Set, USB Port in Carry-On\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Grace Expandable Suitcases with Wheels Hardshell Carry On Luggage Airline Approved, 20 Inch Travel Suitcase Lightweight Tsa Luggage for Short Business Trips, Cuban Sand.\", \"asin\": \"\", \"price\": \"$135.99\", \"quantity\": \"\"},\n{\"title\": \"Washable Luggage Cover - Fashion Suitcase Protector Fits 18-22 Inch Luggage (Journey, S)\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Carry On Luggage PC+ABS Aluminum Frame Zipperless Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 20 Inch White\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Now Hardside Luggage with Spinner Wheels, Light Pink, Checked-Medium 23 Inch\", \"asin\": \"\", \"price\": \"$142.31\", \"quantity\": \"\"},\n{\"title\": \"Expandable Foldable Luggage Bag with Telescoping Handle Collapsible Suitcase with Removable Wheels Rolling Travel Duffel Bag for Men Women\", \"asin\": \"\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"Luggage Sets Expandable PC+ABS Durable Suitcase Sets Double Wheels TSA Lock Sea Blue 3PCS\", \"asin\": \"\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Maxporter II Hardside Polycarbonate Suitcase with Spinner Wheels, American Flag, 30\\\" Trunk Luggage\", \"asin\": \"\", \"price\": \"$254.55\", \"quantity\": \"\"},\n{\"title\": \"Maxporter II Hardside Polycarbonate Suitcase with Spinner Wheels, Carbon Gray, 30\\\" Trunk Luggage\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Washable Luggage Cover - Fashion Suitcase Protector Fits 27-30 Inch Luggage (Travel Location, L)\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"T-Cruiser Expandable Spinner Luggage, Gray, Silverwood Softside (26-Inch)\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Cruise 3.0 Hardside Expandable Luggage with Spinner Wheels, Glossy Ivory, Checked-Large 28 Inch\", \"asin\": \"\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Utility Duffel\", \"asin\": \"\", \"price\": \"$107.00\", \"quantity\": \"\"},\n{\"title\": \"Alliance SE Hardside Luggage with Spinner Wheels, Lightweight, MEDIUM SPINNER, SILVER\", \"asin\": \"\", \"price\": \"$143.92\", \"quantity\": \"\"},\n{\"title\": \"Ultimax 30\\\" Hardside Spinner Trunk Luggage,Expandable, Teal\", \"asin\": \"\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"24in Checked-Medium Luggage Expandable Lightweight Hard Shell Suitcases with Wheels Built-In TSA Luggage Bag for Business/Travel Black\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:42:02.323Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T21:42:02.323Z
|
click
|
other
|
rule
|
train
| 2,666 |
2025-04-02T21:42:02.323Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T21:40:04.261Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T21:41:18.185Z", "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": "Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups", "asin": "B07PHQCH4C", "price": "$9.98", "quantity": "1"},
{"title": "Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty", "asin": "B0CGCLXG1B", "price": "$8.99", "quantity": "1"},
{"title": "Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint", "asin": "B0D95ZZ2L3", "price": "$12.99", "quantity": "1"},
{"title": "Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small", "asin": "B0C63L1KV7", "price": "$34.50", "quantity": "1"},
{"title": "APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M", "asin": "B0D7D3YCXQ", "price": "$28.99", "quantity": "1"},
{"title": "GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)", "asin": "B08DTH6M77", "price": "$17.99", "quantity": "1"},
{"title": "CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152", "asin": "B079FRVSPH", "price": "$29.99", "quantity": "1"},
{"title": "wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\u3010+ 6 Pick\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)", "asin": "B0D7GY8KVW", "price": "$34.98", "quantity": "1"},
{"title": "Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories", "asin": "B07PXYY3Y3", "price": "$8.49", "quantity": "1"},
{"title": "KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White", "asin": "B0C6DTTQWM", "price": "$79.99", "quantity": "1"},
{"title": "Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts", "asin": "B0D5NBS724", "price": "$46.19", "quantity": "1"},
{"title": "The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures", "asin": "0593686152", "price": "$14.10", "quantity": "1"},
{"title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$39.96", "quantity": "1"},
{"title": "THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium", "asin": "B0CNBMCMP8", "price": "$300.00", "quantity": "1"},
{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply", "asin": "B08FNG91XM", "price": "$7.49", "quantity": "1"},
{"title": "On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))", "asin": "1982159375", "price": "$10.91", "quantity": "1"},
{"title": "EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump", "asin": "B004HLSZYQ", "price": "$35.00", "quantity": "1"},
{"title": "Orgain X Justin's \u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb", "asin": "B0CZZFKDC7", "price": "$29.99"}],
"promotion_items": [{"title": "Epic 2.0 Hardside Lightweight and Durable ABS Shell Luggage, Spacious with Dual Spinning Wheels, Comfort Grip, Men and Women, 28-inch Large Check-In, Silver Lilac", "price": "$109.99"},
{"title": "Luggage PC+ABS Aluminum Frame Zipperless Checked Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 28 Inch Haze Blue", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "Fabrica Hardside Luggage with Spinner Wheels, Black, Checked-Medium 23 Inch", "asin": "", "price": "$110.90", "quantity": ""},
{"title": "Norom BD 28\" 8-Wheel, Latte Logo, 28 Inch Roller Suitcase", "asin": "", "price": "$150.00", "quantity": ""},
{"title": "Transporter 40L Wheeled Travel Duffel Bag, Tan Concrete", "asin": "", "price": "$263.54", "quantity": ""},
{"title": "Boren Polycarbonate Hardside Rugged Travel Suitcase Luggage with 8 Spinner Wheels, Aluminum Handle, Black, 2-Piece Set, USB Port in Carry-On", "asin": "", "price": "$129.99", "quantity": ""},
{"title": "Grace Expandable Suitcases with Wheels Hardshell Carry On Luggage Airline Approved, 20 Inch Travel Suitcase Lightweight Tsa Luggage for Short Business Trips, Cuban Sand.", "asin": "", "price": "$135.99", "quantity": ""},
{"title": "Washable Luggage Cover - Fashion Suitcase Protector Fits 18-22 Inch Luggage (Journey, S)", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "Carry On Luggage PC+ABS Aluminum Frame Zipperless Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 20 Inch White", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "Now Hardside Luggage with Spinner Wheels, Light Pink, Checked-Medium 23 Inch", "asin": "", "price": "$142.31", "quantity": ""},
{"title": "Expandable Foldable Luggage Bag with Telescoping Handle Collapsible Suitcase with Removable Wheels Rolling Travel Duffel Bag for Men Women", "asin": "", "price": "$71.99", "quantity": ""},
{"title": "Luggage Sets Expandable PC+ABS Durable Suitcase Sets Double Wheels TSA Lock Sea Blue 3PCS", "asin": "", "price": "$179.99", "quantity": ""},
{"title": "Maxporter II Hardside Polycarbonate Suitcase with Spinner Wheels, American Flag, 30\" Trunk Luggage", "asin": "", "price": "$254.55", "quantity": ""},
{"title": "Maxporter II Hardside Polycarbonate Suitcase with Spinner Wheels, Carbon Gray, 30\" Trunk Luggage", "asin": "", "price": "$299.99", "quantity": ""},
{"title": "Washable Luggage Cover - Fashion Suitcase Protector Fits 27-30 Inch Luggage (Travel Location, L)", "asin": "", "price": "$17.99", "quantity": ""},
{"title": "T-Cruiser Expandable Spinner Luggage, Gray, Silverwood Softside (26-Inch)", "asin": "", "price": "$149.99", "quantity": ""},
{"title": "Cruise 3.0 Hardside Expandable Luggage with Spinner Wheels, Glossy Ivory, Checked-Large 28 Inch", "asin": "", "price": "$259.99", "quantity": ""},
{"title": "Utility Duffel", "asin": "", "price": "$107.00", "quantity": ""},
{"title": "Alliance SE Hardside Luggage with Spinner Wheels, Lightweight, MEDIUM SPINNER, SILVER", "asin": "", "price": "$143.92", "quantity": ""},
{"title": "Ultimax 30\" Hardside Spinner Trunk Luggage,Expandable, Teal", "asin": "", "price": "$229.99", "quantity": ""},
{"title": "24in Checked-Medium Luggage Expandable Lightweight Hard Shell Suitcases with Wheels Built-In TSA Luggage Bag for Business/Travel Black", "asin": "", "price": "$69.99", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T21:42:02.323Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T21:42:02.323Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T21:42:02.323Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 2666,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T21:41:18.185Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups\", \"asin\": \"B07PHQCH4C\", \"price\": \"$9.98\", \"quantity\": \"1\"},\n{\"title\": \"Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty\", \"asin\": \"B0CGCLXG1B\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint\", \"asin\": \"B0D95ZZ2L3\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small\", \"asin\": \"B0C63L1KV7\", \"price\": \"$34.50\", \"quantity\": \"1\"},\n{\"title\": \"APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M\", \"asin\": \"B0D7D3YCXQ\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)\", \"asin\": \"B08DTH6M77\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152\", \"asin\": \"B079FRVSPH\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\\u3010+ 6 Pick\\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)\", \"asin\": \"B0D7GY8KVW\", \"price\": \"$34.98\", \"quantity\": \"1\"},\n{\"title\": \"Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories\", \"asin\": \"B07PXYY3Y3\", \"price\": \"$8.49\", \"quantity\": \"1\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"B0C6DTTQWM\", \"price\": \"$79.99\", \"quantity\": \"1\"},\n{\"title\": \"Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts\", \"asin\": \"B0D5NBS724\", \"price\": \"$46.19\", \"quantity\": \"1\"},\n{\"title\": \"The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures\", \"asin\": \"0593686152\", \"price\": \"$14.10\", \"quantity\": \"1\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"quantity\": \"1\"},\n{\"title\": \"THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium\", \"asin\": \"B0CNBMCMP8\", \"price\": \"$300.00\", \"quantity\": \"1\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))\", \"asin\": \"1982159375\", \"price\": \"$10.91\", \"quantity\": \"1\"},\n{\"title\": \"EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump\", \"asin\": \"B004HLSZYQ\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Orgain X Justin's \\u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb\", \"asin\": \"B0CZZFKDC7\", \"price\": \"$29.99\"}],\n\"promotion_items\": [{\"title\": \"Epic 2.0 Hardside Lightweight and Durable ABS Shell Luggage, Spacious with Dual Spinning Wheels, Comfort Grip, Men and Women, 28-inch Large Check-In, Silver Lilac\", \"price\": \"$109.99\"},\n{\"title\": \"Luggage PC+ABS Aluminum Frame Zipperless Checked Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 28 Inch Haze Blue\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Fabrica Hardside Luggage with Spinner Wheels, Black, Checked-Medium 23 Inch\", \"asin\": \"\", \"price\": \"$110.90\", \"quantity\": \"\"},\n{\"title\": \"Norom BD 28\\\" 8-Wheel, Latte Logo, 28 Inch Roller Suitcase\", \"asin\": \"\", \"price\": \"$150.00\", \"quantity\": \"\"},\n{\"title\": \"Transporter 40L Wheeled Travel Duffel Bag, Tan Concrete\", \"asin\": \"\", \"price\": \"$263.54\", \"quantity\": \"\"},\n{\"title\": \"Boren Polycarbonate Hardside Rugged Travel Suitcase Luggage with 8 Spinner Wheels, Aluminum Handle, Black, 2-Piece Set, USB Port in Carry-On\", \"asin\": \"\", \"price\": \"$129.99\", \"quantity\": \"\"},\n{\"title\": \"Grace Expandable Suitcases with Wheels Hardshell Carry On Luggage Airline Approved, 20 Inch Travel Suitcase Lightweight Tsa Luggage for Short Business Trips, Cuban Sand.\", \"asin\": \"\", \"price\": \"$135.99\", \"quantity\": \"\"},\n{\"title\": \"Washable Luggage Cover - Fashion Suitcase Protector Fits 18-22 Inch Luggage (Journey, S)\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Carry On Luggage PC+ABS Aluminum Frame Zipperless Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 20 Inch White\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Now Hardside Luggage with Spinner Wheels, Light Pink, Checked-Medium 23 Inch\", \"asin\": \"\", \"price\": \"$142.31\", \"quantity\": \"\"},\n{\"title\": \"Expandable Foldable Luggage Bag with Telescoping Handle Collapsible Suitcase with Removable Wheels Rolling Travel Duffel Bag for Men Women\", \"asin\": \"\", \"price\": \"$71.99\", \"quantity\": \"\"},\n{\"title\": \"Luggage Sets Expandable PC+ABS Durable Suitcase Sets Double Wheels TSA Lock Sea Blue 3PCS\", \"asin\": \"\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"Maxporter II Hardside Polycarbonate Suitcase with Spinner Wheels, American Flag, 30\\\" Trunk Luggage\", \"asin\": \"\", \"price\": \"$254.55\", \"quantity\": \"\"},\n{\"title\": \"Maxporter II Hardside Polycarbonate Suitcase with Spinner Wheels, Carbon Gray, 30\\\" Trunk Luggage\", \"asin\": \"\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Washable Luggage Cover - Fashion Suitcase Protector Fits 27-30 Inch Luggage (Travel Location, L)\", \"asin\": \"\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"T-Cruiser Expandable Spinner Luggage, Gray, Silverwood Softside (26-Inch)\", \"asin\": \"\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Cruise 3.0 Hardside Expandable Luggage with Spinner Wheels, Glossy Ivory, Checked-Large 28 Inch\", \"asin\": \"\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Utility Duffel\", \"asin\": \"\", \"price\": \"$107.00\", \"quantity\": \"\"},\n{\"title\": \"Alliance SE Hardside Luggage with Spinner Wheels, Lightweight, MEDIUM SPINNER, SILVER\", \"asin\": \"\", \"price\": \"$143.92\", \"quantity\": \"\"},\n{\"title\": \"Ultimax 30\\\" Hardside Spinner Trunk Luggage,Expandable, Teal\", \"asin\": \"\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"24in Checked-Medium Luggage Expandable Lightweight Hard Shell Suitcases with Wheels Built-In TSA Luggage Bag for Business/Travel Black\", \"asin\": \"\", \"price\": \"$69.99\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:42:02.323Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T21:41:18.185Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:02.323Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups\", \"asin\": \"B07PHQCH4C\", \"price\": \"$9.98\", \"quantity\": \"1\"},\n{\"title\": \"Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty\", \"asin\": \"B0CGCLXG1B\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint\", \"asin\": \"B0D95ZZ2L3\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small\", \"asin\": \"B0C63L1KV7\", \"price\": \"$34.50\", \"quantity\": \"1\"},\n{\"title\": \"APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M\", \"asin\": \"B0D7D3YCXQ\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)\", \"asin\": \"B08DTH6M77\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152\", \"asin\": \"B079FRVSPH\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\\u3010+ 6 Pick\\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)\", \"asin\": \"B0D7GY8KVW\", \"price\": \"$34.98\", \"quantity\": \"1\"},\n{\"title\": \"Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories\", \"asin\": \"B07PXYY3Y3\", \"price\": \"$8.49\", \"quantity\": \"1\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"B0C6DTTQWM\", \"price\": \"$79.99\", \"quantity\": \"1\"},\n{\"title\": \"Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts\", \"asin\": \"B0D5NBS724\", \"price\": \"$46.19\", \"quantity\": \"1\"},\n{\"title\": \"The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures\", \"asin\": \"0593686152\", \"price\": \"$14.10\", \"quantity\": \"1\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"quantity\": \"1\"},\n{\"title\": \"THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium\", \"asin\": \"B0CNBMCMP8\", \"price\": \"$300.00\", \"quantity\": \"1\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))\", \"asin\": \"1982159375\", \"price\": \"$10.91\", \"quantity\": \"1\"},\n{\"title\": \"EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump\", \"asin\": \"B004HLSZYQ\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Orgain X Justin's \\u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb\", \"asin\": \"B0CZZFKDC7\", \"price\": \"$29.99\"}],\n\"promotion_items\": [{\"title\": \"Epic 2.0 Hardside Lightweight and Durable ABS Shell Luggage, Spacious with Dual Spinning Wheels, Comfort Grip, Men and Women, 28-inch Large Check-In, Silver Lilac\", \"price\": \"$109.99\"},\n{\"title\": \"Luggage PC+ABS Aluminum Frame Zipperless Checked Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 28 Inch Haze Blue\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Fabrica Hardside Luggage with Spinner Wheels, Black, Checked-Medium 23 Inch\", \"asin\": \"\", \"price\": \"$110.90\", \"quantity\": \"\"},\n{\"title\": \"Norom BD 28\\\" 8-Wheel, Latte Logo, 28 Inch Roller Suitcase\", \"asin\": \"\", \"price\": \"$150.00\", \"quantity\": \"\"},\n{\"title\": \"Transporter 40L Wheeled Travel Duffel Bag, Tan Concrete\", \"asin\": \"\", \"price\": \"$263.54\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:42:29.779Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T21:42:29.779Z
|
input
|
moving bo
|
rule
|
train
| 2,667 |
2025-04-02T21:42:29.779Z
|
input
|
moving bo
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T21:40:04.261Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T21:41:18.185Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-02T21:42:02.323Z", "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": "Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups", "asin": "B07PHQCH4C", "price": "$9.98", "quantity": "1"},
{"title": "Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty", "asin": "B0CGCLXG1B", "price": "$8.99", "quantity": "1"},
{"title": "Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint", "asin": "B0D95ZZ2L3", "price": "$12.99", "quantity": "1"},
{"title": "Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small", "asin": "B0C63L1KV7", "price": "$34.50", "quantity": "1"},
{"title": "APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M", "asin": "B0D7D3YCXQ", "price": "$28.99", "quantity": "1"},
{"title": "GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)", "asin": "B08DTH6M77", "price": "$17.99", "quantity": "1"},
{"title": "CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152", "asin": "B079FRVSPH", "price": "$29.99", "quantity": "1"},
{"title": "wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\u3010+ 6 Pick\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)", "asin": "B0D7GY8KVW", "price": "$34.98", "quantity": "1"},
{"title": "Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories", "asin": "B07PXYY3Y3", "price": "$8.49", "quantity": "1"},
{"title": "KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White", "asin": "B0C6DTTQWM", "price": "$79.99", "quantity": "1"},
{"title": "Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts", "asin": "B0D5NBS724", "price": "$46.19", "quantity": "1"},
{"title": "The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures", "asin": "0593686152", "price": "$14.10", "quantity": "1"},
{"title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$39.96", "quantity": "1"},
{"title": "THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium", "asin": "B0CNBMCMP8", "price": "$300.00", "quantity": "1"},
{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply", "asin": "B08FNG91XM", "price": "$7.49", "quantity": "1"},
{"title": "On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))", "asin": "1982159375", "price": "$10.91", "quantity": "1"},
{"title": "EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump", "asin": "B004HLSZYQ", "price": "$35.00", "quantity": "1"},
{"title": "Orgain X Justin's \u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb", "asin": "B0CZZFKDC7", "price": "$29.99"}],
"promotion_items": [{"title": "Epic 2.0 Hardside Lightweight and Durable ABS Shell Luggage, Spacious with Dual Spinning Wheels, Comfort Grip, Men and Women, 28-inch Large Check-In, Silver Lilac", "price": "$109.99"},
{"title": "Luggage PC+ABS Aluminum Frame Zipperless Checked Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 28 Inch Haze Blue", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "Fabrica Hardside Luggage with Spinner Wheels, Black, Checked-Medium 23 Inch", "asin": "", "price": "$110.90", "quantity": ""},
{"title": "Norom BD 28\" 8-Wheel, Latte Logo, 28 Inch Roller Suitcase", "asin": "", "price": "$150.00", "quantity": ""},
{"title": "Transporter 40L Wheeled Travel Duffel Bag, Tan Concrete", "asin": "", "price": "$263.54", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T21:42:29.779Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T21:42:29.779Z\",\"action\": \"input\",\"acion_argument\": \"moving bo\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T21:42:29.779Z\",\"action\": \"input\",\"acion_argument\": \"moving bo\",}</answer>",
"index": 2667,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T21:41:18.185Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:02.323Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups\", \"asin\": \"B07PHQCH4C\", \"price\": \"$9.98\", \"quantity\": \"1\"},\n{\"title\": \"Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty\", \"asin\": \"B0CGCLXG1B\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint\", \"asin\": \"B0D95ZZ2L3\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small\", \"asin\": \"B0C63L1KV7\", \"price\": \"$34.50\", \"quantity\": \"1\"},\n{\"title\": \"APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M\", \"asin\": \"B0D7D3YCXQ\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)\", \"asin\": \"B08DTH6M77\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152\", \"asin\": \"B079FRVSPH\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\\u3010+ 6 Pick\\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)\", \"asin\": \"B0D7GY8KVW\", \"price\": \"$34.98\", \"quantity\": \"1\"},\n{\"title\": \"Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories\", \"asin\": \"B07PXYY3Y3\", \"price\": \"$8.49\", \"quantity\": \"1\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"B0C6DTTQWM\", \"price\": \"$79.99\", \"quantity\": \"1\"},\n{\"title\": \"Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts\", \"asin\": \"B0D5NBS724\", \"price\": \"$46.19\", \"quantity\": \"1\"},\n{\"title\": \"The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures\", \"asin\": \"0593686152\", \"price\": \"$14.10\", \"quantity\": \"1\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"quantity\": \"1\"},\n{\"title\": \"THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium\", \"asin\": \"B0CNBMCMP8\", \"price\": \"$300.00\", \"quantity\": \"1\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))\", \"asin\": \"1982159375\", \"price\": \"$10.91\", \"quantity\": \"1\"},\n{\"title\": \"EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump\", \"asin\": \"B004HLSZYQ\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Orgain X Justin's \\u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb\", \"asin\": \"B0CZZFKDC7\", \"price\": \"$29.99\"}],\n\"promotion_items\": [{\"title\": \"Epic 2.0 Hardside Lightweight and Durable ABS Shell Luggage, Spacious with Dual Spinning Wheels, Comfort Grip, Men and Women, 28-inch Large Check-In, Silver Lilac\", \"price\": \"$109.99\"},\n{\"title\": \"Luggage PC+ABS Aluminum Frame Zipperless Checked Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 28 Inch Haze Blue\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Fabrica Hardside Luggage with Spinner Wheels, Black, Checked-Medium 23 Inch\", \"asin\": \"\", \"price\": \"$110.90\", \"quantity\": \"\"},\n{\"title\": \"Norom BD 28\\\" 8-Wheel, Latte Logo, 28 Inch Roller Suitcase\", \"asin\": \"\", \"price\": \"$150.00\", \"quantity\": \"\"},\n{\"title\": \"Transporter 40L Wheeled Travel Duffel Bag, Tan Concrete\", \"asin\": \"\", \"price\": \"$263.54\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:42:29.779Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T21:41:18.185Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:02.323Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:29.779Z\", \"action\": \"input\", \"action_argument\": \"moving bo\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"moving bo\"}],\n\"cart_items\": [{\"title\": \"Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups\", \"asin\": \"B07PHQCH4C\", \"price\": \"$9.98\", \"quantity\": \"1\"},\n{\"title\": \"Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty\", \"asin\": \"B0CGCLXG1B\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint\", \"asin\": \"B0D95ZZ2L3\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small\", \"asin\": \"B0C63L1KV7\", \"price\": \"$34.50\", \"quantity\": \"1\"},\n{\"title\": \"APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M\", \"asin\": \"B0D7D3YCXQ\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)\", \"asin\": \"B08DTH6M77\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152\", \"asin\": \"B079FRVSPH\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\\u3010+ 6 Pick\\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)\", \"asin\": \"B0D7GY8KVW\", \"price\": \"$34.98\", \"quantity\": \"1\"},\n{\"title\": \"Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories\", \"asin\": \"B07PXYY3Y3\", \"price\": \"$8.49\", \"quantity\": \"1\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"B0C6DTTQWM\", \"price\": \"$79.99\", \"quantity\": \"1\"},\n{\"title\": \"Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts\", \"asin\": \"B0D5NBS724\", \"price\": \"$46.19\", \"quantity\": \"1\"},\n{\"title\": \"The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures\", \"asin\": \"0593686152\", \"price\": \"$14.10\", \"quantity\": \"1\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"quantity\": \"1\"},\n{\"title\": \"THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium\", \"asin\": \"B0CNBMCMP8\", \"price\": \"$300.00\", \"quantity\": \"1\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))\", \"asin\": \"1982159375\", \"price\": \"$10.91\", \"quantity\": \"1\"},\n{\"title\": \"EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump\", \"asin\": \"B004HLSZYQ\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Orgain X Justin's \\u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb\", \"asin\": \"B0CZZFKDC7\", \"price\": \"$29.99\"}],\n\"promotion_items\": [{\"title\": \"Epic 2.0 Hardside Lightweight and Durable ABS Shell Luggage, Spacious with Dual Spinning Wheels, Comfort Grip, Men and Women, 28-inch Large Check-In, Silver Lilac\", \"price\": \"$109.99\"},\n{\"title\": \"Luggage PC+ABS Aluminum Frame Zipperless Checked Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 28 Inch Haze Blue\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Fabrica Hardside Luggage with Spinner Wheels, Black, Checked-Medium 23 Inch\", \"asin\": \"\", \"price\": \"$110.90\", \"quantity\": \"\"},\n{\"title\": \"Norom BD 28\\\" 8-Wheel, Latte Logo, 28 Inch Roller Suitcase\", \"asin\": \"\", \"price\": \"$150.00\", \"quantity\": \"\"},\n{\"title\": \"Transporter 40L Wheeled Travel Duffel Bag, Tan Concrete\", \"asin\": \"\", \"price\": \"$263.54\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:42:29.793Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T21:42:29.793Z
|
click
|
suggested_term
|
rule
|
train
| 2,668 |
2025-04-02T21:42:29.793Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T21:40:04.261Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T21:41:18.185Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-02T21:42:02.323Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-02T21:42:29.779Z", "action": "input", "action_argument": "moving bo"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "moving bo"}],
"cart_items": [{"title": "Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups", "asin": "B07PHQCH4C", "price": "$9.98", "quantity": "1"},
{"title": "Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty", "asin": "B0CGCLXG1B", "price": "$8.99", "quantity": "1"},
{"title": "Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint", "asin": "B0D95ZZ2L3", "price": "$12.99", "quantity": "1"},
{"title": "Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small", "asin": "B0C63L1KV7", "price": "$34.50", "quantity": "1"},
{"title": "APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M", "asin": "B0D7D3YCXQ", "price": "$28.99", "quantity": "1"},
{"title": "GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)", "asin": "B08DTH6M77", "price": "$17.99", "quantity": "1"},
{"title": "CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152", "asin": "B079FRVSPH", "price": "$29.99", "quantity": "1"},
{"title": "wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\u3010+ 6 Pick\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)", "asin": "B0D7GY8KVW", "price": "$34.98", "quantity": "1"},
{"title": "Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories", "asin": "B07PXYY3Y3", "price": "$8.49", "quantity": "1"},
{"title": "KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White", "asin": "B0C6DTTQWM", "price": "$79.99", "quantity": "1"},
{"title": "Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts", "asin": "B0D5NBS724", "price": "$46.19", "quantity": "1"},
{"title": "The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures", "asin": "0593686152", "price": "$14.10", "quantity": "1"},
{"title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$39.96", "quantity": "1"},
{"title": "THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium", "asin": "B0CNBMCMP8", "price": "$300.00", "quantity": "1"},
{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply", "asin": "B08FNG91XM", "price": "$7.49", "quantity": "1"},
{"title": "On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))", "asin": "1982159375", "price": "$10.91", "quantity": "1"},
{"title": "EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump", "asin": "B004HLSZYQ", "price": "$35.00", "quantity": "1"},
{"title": "Orgain X Justin's \u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb", "asin": "B0CZZFKDC7", "price": "$29.99"}],
"promotion_items": [{"title": "Epic 2.0 Hardside Lightweight and Durable ABS Shell Luggage, Spacious with Dual Spinning Wheels, Comfort Grip, Men and Women, 28-inch Large Check-In, Silver Lilac", "price": "$109.99"},
{"title": "Luggage PC+ABS Aluminum Frame Zipperless Checked Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 28 Inch Haze Blue", "asin": "", "price": "$189.99", "quantity": ""},
{"title": "Fabrica Hardside Luggage with Spinner Wheels, Black, Checked-Medium 23 Inch", "asin": "", "price": "$110.90", "quantity": ""},
{"title": "Norom BD 28\" 8-Wheel, Latte Logo, 28 Inch Roller Suitcase", "asin": "", "price": "$150.00", "quantity": ""},
{"title": "Transporter 40L Wheeled Travel Duffel Bag, Tan Concrete", "asin": "", "price": "$263.54", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""},
{"title": "", "asin": "", "price": "", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T21:42:29.793Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T21:42:29.793Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T21:42:29.793Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 2668,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T21:41:18.185Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:02.323Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:29.779Z\", \"action\": \"input\", \"action_argument\": \"moving bo\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"moving bo\"}],\n\"cart_items\": [{\"title\": \"Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups\", \"asin\": \"B07PHQCH4C\", \"price\": \"$9.98\", \"quantity\": \"1\"},\n{\"title\": \"Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty\", \"asin\": \"B0CGCLXG1B\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint\", \"asin\": \"B0D95ZZ2L3\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small\", \"asin\": \"B0C63L1KV7\", \"price\": \"$34.50\", \"quantity\": \"1\"},\n{\"title\": \"APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M\", \"asin\": \"B0D7D3YCXQ\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)\", \"asin\": \"B08DTH6M77\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152\", \"asin\": \"B079FRVSPH\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\\u3010+ 6 Pick\\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)\", \"asin\": \"B0D7GY8KVW\", \"price\": \"$34.98\", \"quantity\": \"1\"},\n{\"title\": \"Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories\", \"asin\": \"B07PXYY3Y3\", \"price\": \"$8.49\", \"quantity\": \"1\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"B0C6DTTQWM\", \"price\": \"$79.99\", \"quantity\": \"1\"},\n{\"title\": \"Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts\", \"asin\": \"B0D5NBS724\", \"price\": \"$46.19\", \"quantity\": \"1\"},\n{\"title\": \"The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures\", \"asin\": \"0593686152\", \"price\": \"$14.10\", \"quantity\": \"1\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"quantity\": \"1\"},\n{\"title\": \"THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium\", \"asin\": \"B0CNBMCMP8\", \"price\": \"$300.00\", \"quantity\": \"1\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))\", \"asin\": \"1982159375\", \"price\": \"$10.91\", \"quantity\": \"1\"},\n{\"title\": \"EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump\", \"asin\": \"B004HLSZYQ\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Orgain X Justin's \\u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb\", \"asin\": \"B0CZZFKDC7\", \"price\": \"$29.99\"}],\n\"promotion_items\": [{\"title\": \"Epic 2.0 Hardside Lightweight and Durable ABS Shell Luggage, Spacious with Dual Spinning Wheels, Comfort Grip, Men and Women, 28-inch Large Check-In, Silver Lilac\", \"price\": \"$109.99\"},\n{\"title\": \"Luggage PC+ABS Aluminum Frame Zipperless Checked Luggage Hard Shell Suitcase with TSA Lock Double Spinner Wheels 28 Inch Haze Blue\", \"asin\": \"\", \"price\": \"$189.99\", \"quantity\": \"\"},\n{\"title\": \"Fabrica Hardside Luggage with Spinner Wheels, Black, Checked-Medium 23 Inch\", \"asin\": \"\", \"price\": \"$110.90\", \"quantity\": \"\"},\n{\"title\": \"Norom BD 28\\\" 8-Wheel, Latte Logo, 28 Inch Roller Suitcase\", \"asin\": \"\", \"price\": \"$150.00\", \"quantity\": \"\"},\n{\"title\": \"Transporter 40L Wheeled Travel Duffel Bag, Tan Concrete\", \"asin\": \"\", \"price\": \"$263.54\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:42:29.793Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T21:41:18.185Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:02.323Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:29.779Z\", \"action\": \"input\", \"action_argument\": \"moving bo\"}\n{\"timestamp\": \"2025-04-02T21:42:29.793Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"moving boxes\"}],\n\"cart_items\": [{\"title\": \"Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups\", \"asin\": \"B07PHQCH4C\", \"price\": \"$9.98\", \"quantity\": \"1\"},\n{\"title\": \"Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty\", \"asin\": \"B0CGCLXG1B\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint\", \"asin\": \"B0D95ZZ2L3\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small\", \"asin\": \"B0C63L1KV7\", \"price\": \"$34.50\", \"quantity\": \"1\"},\n{\"title\": \"APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M\", \"asin\": \"B0D7D3YCXQ\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)\", \"asin\": \"B08DTH6M77\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152\", \"asin\": \"B079FRVSPH\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\\u3010+ 6 Pick\\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)\", \"asin\": \"B0D7GY8KVW\", \"price\": \"$34.98\", \"quantity\": \"1\"},\n{\"title\": \"Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories\", \"asin\": \"B07PXYY3Y3\", \"price\": \"$8.49\", \"quantity\": \"1\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"B0C6DTTQWM\", \"price\": \"$79.99\", \"quantity\": \"1\"},\n{\"title\": \"Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts\", \"asin\": \"B0D5NBS724\", \"price\": \"$46.19\", \"quantity\": \"1\"},\n{\"title\": \"The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures\", \"asin\": \"0593686152\", \"price\": \"$14.10\", \"quantity\": \"1\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"quantity\": \"1\"},\n{\"title\": \"THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium\", \"asin\": \"B0CNBMCMP8\", \"price\": \"$300.00\", \"quantity\": \"1\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))\", \"asin\": \"1982159375\", \"price\": \"$10.91\", \"quantity\": \"1\"},\n{\"title\": \"EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump\", \"asin\": \"B004HLSZYQ\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Orgain X Justin's \\u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb\", \"asin\": \"B0CZZFKDC7\", \"price\": \"$29.99\"}],\n\"promotion_items\": [{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies\", \"asin\": \"B0CYYSMZWT\", \"price\": \"$59.48\", \"quantity\": \"\"},\n{\"title\": \"VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)\", \"asin\": \"B08SJCJGBV\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"SGPAC Heavy Duty Mattress Bags for Moving and Storage,Extra Thick Queen Mattress Storage bag,Mattress Cover for Moving with Reinforced Handles and Zipper Closure to Prevent Rips,Made of New Material\", \"asin\": \"B08M98QJF3\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)\", \"asin\": \"B08SJCJGBV\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)\", \"asin\": \"B0981V5PGK\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\"},\n{\"title\": \"TICONN 4 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNHL9L\"},\n{\"title\": \"TICONN 8 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WN5LDG\"}],\n\"search_results\": [{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"VENO 8 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 8 Pack)\", \"asin\": \"B07J6625YY\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)\", \"asin\": \"B0981V5PGK\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"BlissTotes Large Moving Boxes and Moving Supplies with Zippers & Handles with lids, Heavy Duty Totes for Storage Bags for Space Saving, Fold Flat, Moving and Storing 93L, 6 Pack\", \"asin\": \"B0B6HSLRTX\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Cardboard Moving Boxes, 20 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RVLG8Q3\", \"price\": \"$46.79\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies\", \"asin\": \"B0CYYSMZWT\", \"price\": \"$59.48\", \"delivery\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"12 * 12 inch Packing Paper for Moving 100 Sheets Protecting Fragile China and Glasses,Small Wrapping Paper for Shipping and Moving Box Filler\", \"asin\": \"B0BX2BN5KQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \\u2013 Durable - Eco-Friendly, Recyclable - Made in the USA\", \"asin\": \"B0DCL6KK6Y\", \"price\": \"$19.15\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \\u2013 Durable - Eco-Friendly, Recyclable - Made in the USA\", \"asin\": \"B0DCL6KK6Y\", \"price\": \"$19.15\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"BOX USA 18x18x18 Corrugated Cardboard Double Wall Boxes with Handles Large, 18\\u201dL x 18\\u201dW x 18\\u201dH, Pack of 10 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01L9SL0KK\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Extra Large Heavy Duty Moving Bags W/Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Box and Bin (Set of 6, Multicolor)\", \"asin\": \"B0BBVY7DNV\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Moving Boxes Heavy Duty 93L Moving Bags with Strong Zippers and Handles Collapsible Moving Supplies, Storage Totes for Packing & Moving Storing, 8-Pack\", \"asin\": \"B0BN1CMGJ9\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Medium Moving Boxes with Handles Pack of 20 \\u2013 18\\\"x14\\\"x12\\\" \\u2013 Cheap Cheap Moving Boxes\", \"asin\": \"B00I0TJHDO\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"Heavy Duty Moving Bags with Backpack Straps and Strong Handles, Alternative to Moving Boxes and Storage Totes for Dorm Room Essentials, 6 Pack, Black\", \"asin\": \"B0CLCTD3WL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Fab totes 6 Pack Clothes Storage, Foldable Thick Fabric Blanket Storage Bags, Storage Containers for Organizing Bedroom, Closet, Clothing, Comforter, Grey\", \"asin\": \"B092ZDHJMN\", \"price\": \"$20.56\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes, Extra Large 20\\\" x 20\\\" x 15\\\" (12 Pack), Corrugated Cardboard Box for Packing Packaging Storage Mailing, and Shipping for Office of Home, 32 ECT - Pack of 12\", \"asin\": \"B09BDJS635\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 6)\", \"asin\": \"B007PBKMKK\", \"price\": \"$31.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 20 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (8817202)\", \"asin\": \"B077FFRQQS\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"1.88 in x 66.6 YDs Clear Heavy Duty Packing Tape with Dispenser, Strong & Durable Shipping Tape, Packaging Tape, Packing Tape Dispenser Gun for Packing Boxes, Moving Supplies, Shipping and Mailing\", \"asin\": \"B0CGZNL6PC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"AVIDITI Corrugated Cardboard Box 9\\\"L x 7\\\"W x 5\\\"H (Pack of 25), Cardboard Boxes Perfect for Moving, Storing, Packing & Shipping, Ideal for Small & Medium Items, Storage, and Mailing\", \"asin\": \"B00BT5EOM0\", \"price\": \"$31.83\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"uBoxes Moving Bundles Medium Boxes 18\\\" x 14\\\" x 12\\\" - Medium Boxes (Pack of 15)\", \"asin\": \"B08WWPTBZ6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"StorageRight Moving Bags-Heavy Duty Moving Boxes, Storage Totes with Zipper, Reinforced Handles and Tag Pocket-Collapsible Moving Supplies for moving, Storage and Travel 93L(Blue-6 Pack)\", \"asin\": \"B0BM84G5NJ\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Uboxes Moving Boxes with Handles, 10 Premium Large, 18 x 18 x 24, Brown, BOXINDSLAR10\", \"asin\": \"B007PBKWDC\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)\", \"asin\": \"B00KP37YW4\", \"price\": \"$38.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Amazon Basics Cardboard Moving Boxes in Small, Medium and Large Sizes (Assorted), Pack of 30, Brown\", \"asin\": \"B07RTKSHXN\", \"price\": \"$69.29\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"uBoxes Moving Boxes Bundle of 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B08ZFZ8TPR\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B07BKVN8S4\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Amazon Basics Medium Moving Boxs with Lid and Handles, 19 x 14.5 x 15.5, Inches 10 Pack\", \"asin\": \"B07JH5Q1JF\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Amazon Basics 20\\\" x 20\\\" x 34\\\" Wardrobe Clothing Moving Boxes with Bar, 3 Pack, Brown\", \"asin\": \"B07RR55KGW\", \"price\": \"$55.96\", \"delivery\": \"FREE delivery Apr 8 - 9 for Prime members\"},\n{\"title\": \"Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)\", \"asin\": \"B074JKK1G5\", \"price\": \"$36.81\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pack 12 Inch x 72 ft Total Bubble Packing Wrap for Moving Boxes Shipping Cushioning Supplies Perforated Every 12\\u201d\", \"asin\": \"B0B2FFTSR9\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"uBoxes Medium Moving Boxes 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B0934HY2V2\", \"price\": \"$46.69\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"uBoxes Moving Boxes Medium 18x14x12-Inches (Pack of 10) Professional Moving Box\", \"asin\": \"B00IZLJTL2\", \"price\": \"$26.52\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box Large Prime Moving Box 6 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 18-in x 18-in x 24-in (0062904)\", \"asin\": \"B0027CTFDM\", \"price\": \"$53.60\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Classic Moving Box 12 Pack Kit, Reinforced Handles, Tape-Free Assembly, Box with Lid, 8 Small and 4 Medium Boxes (7716401)\", \"asin\": \"B00KP37XYS\", \"price\": \"$45.58\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"Bankers Box Large - up to 55\\\" TV/Picture/Mirror - Moving Box 4 Pack, 48-in x 4-in x 33-in (7711301)\", \"asin\": \"B007XPBW3Y\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Extra Large Moving Boxes-Moving Bags with Zipper, Carrying Handles and Tag Pocket-Moving Supplies for Space Saving-Totes for Storage - for moving, Storage, Camping and Travel 93L-4 Pack\", \"asin\": \"B0BJVKGT69\", \"price\": \"$17.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Uboxes Moving Boxes 1 Room Bigger Moving Kit - 14 Boxes Plus Supplies & Tape, Brown Kraft\", \"asin\": \"B00INHEP26\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Medium Moving Box 10 Pack, Pre-Printed for Labeling, 18.25-in x 15.25-in x 16.375-in (7713902)\", \"asin\": \"B00GMOOB3K\", \"price\": \"$46.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"HealSmart 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Dorm Room Essentials Storage Bags, Blue\", \"asin\": \"B0DC6BT348\", \"price\": \"$25.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Large Moving Boxes (6 Pack) 20x20x15-inches Packing Cardboard Box\", \"asin\": \"B00IZLJUK2\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box 12 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B000FLZE7I\", \"price\": \"$36.81\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"uBoxes Moving Boxes 1 Room Economy Moving Kit UBOXES Brand - 15 Medium & Small Boxes & Moving Supplies, Brown\", \"asin\": \"B005HJ8ZSS\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Holiday Shipping Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$13.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"AVIDITI Moving Boxes Large 12\\\"L x 8\\\"W x 6\\\"H, 25-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage\", \"asin\": \"B09BDKFXWF\", \"price\": \"$25.49\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"UBOXES Moving Boxes - Value Economy Kit #2 Qty: 30 Boxes & Moving Supplies, Corrugated, Model:Moving Boxes Kit\", \"asin\": \"B007PBK728\", \"price\": \"$79.90\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"One BedRoom 18 Moving Boxes Basic Moving Kit: Boxes, Packing Supplies, & Tape.\", \"asin\": \"B005HJ8YUC\", \"price\": \"$58.65\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Tall Wardrobe Box 3 Pack, Tape-Free Design, 24-in x 24-in x 40-in (7710501)\", \"asin\": \"B0875L692H\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Uboxes Medium Moving Boxes 18\\\"x14\\\"x12\\\" (Pack of 15)\", \"asin\": \"B07CSD7GMB\", \"price\": \"$39.78\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:43:06.437Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T21:43:06.437Z
|
click
|
filter
|
rule
|
train
| 2,669 |
2025-04-02T21:43:06.437Z
|
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 UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T21:40:04.261Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T21:41:18.185Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-02T21:42:02.323Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-02T21:42:29.779Z", "action": "input", "action_argument": "moving bo"}
{"timestamp": "2025-04-02T21:42:29.793Z", "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": "moving boxes"}],
"cart_items": [{"title": "Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups", "asin": "B07PHQCH4C", "price": "$9.98", "quantity": "1"},
{"title": "Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty", "asin": "B0CGCLXG1B", "price": "$8.99", "quantity": "1"},
{"title": "Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint", "asin": "B0D95ZZ2L3", "price": "$12.99", "quantity": "1"},
{"title": "Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small", "asin": "B0C63L1KV7", "price": "$34.50", "quantity": "1"},
{"title": "APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M", "asin": "B0D7D3YCXQ", "price": "$28.99", "quantity": "1"},
{"title": "GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)", "asin": "B08DTH6M77", "price": "$17.99", "quantity": "1"},
{"title": "CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152", "asin": "B079FRVSPH", "price": "$29.99", "quantity": "1"},
{"title": "wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\u3010+ 6 Pick\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)", "asin": "B0D7GY8KVW", "price": "$34.98", "quantity": "1"},
{"title": "Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories", "asin": "B07PXYY3Y3", "price": "$8.49", "quantity": "1"},
{"title": "KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White", "asin": "B0C6DTTQWM", "price": "$79.99", "quantity": "1"},
{"title": "Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts", "asin": "B0D5NBS724", "price": "$46.19", "quantity": "1"},
{"title": "The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures", "asin": "0593686152", "price": "$14.10", "quantity": "1"},
{"title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$39.96", "quantity": "1"},
{"title": "THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium", "asin": "B0CNBMCMP8", "price": "$300.00", "quantity": "1"},
{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply", "asin": "B08FNG91XM", "price": "$7.49", "quantity": "1"},
{"title": "On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))", "asin": "1982159375", "price": "$10.91", "quantity": "1"},
{"title": "EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump", "asin": "B004HLSZYQ", "price": "$35.00", "quantity": "1"},
{"title": "Orgain X Justin's \u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb", "asin": "B0CZZFKDC7", "price": "$29.99"}],
"promotion_items": [{"title": "Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector", "asin": "B07JG459R7", "price": "$29.97", "quantity": ""},
{"title": "BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies", "asin": "B0CYYSMZWT", "price": "$59.48", "quantity": ""},
{"title": "VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)", "asin": "B08SJCJGBV", "price": "$51.99", "quantity": ""},
{"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "quantity": ""},
{"title": "Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)", "asin": "B09Q1YBMB4", "price": "$16.14", "quantity": ""},
{"title": "SGPAC Heavy Duty Mattress Bags for Moving and Storage,Extra Thick Queen Mattress Storage bag,Mattress Cover for Moving with Reinforced Handles and Zipper Closure to Prevent Rips,Made of New Material", "asin": "B08M98QJF3", "price": "$34.99", "quantity": ""},
{"title": "Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector", "asin": "B07JG459R7", "price": "$29.97", "quantity": ""},
{"title": "Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)", "asin": "B09Q1YBMB4", "price": "$16.14", "quantity": ""},
{"title": "VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)", "asin": "B08SJCJGBV", "price": "$51.99", "quantity": ""},
{"title": "TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM", "price": "$28.95", "quantity": ""},
{"title": "VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)", "asin": "B0981V5PGK", "price": "$41.99", "quantity": ""},
{"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "quantity": ""}],
"ads": [{"title": "TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM"},
{"title": "TICONN 4 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNHL9L"},
{"title": "TICONN 8 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WN5LDG"}],
"search_results": [{"title": "6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue", "asin": "B0DGF616XN", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM", "price": "$28.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "VENO 8 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 8 Pack)", "asin": "B07J6625YY", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)", "asin": "B0981V5PGK", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)", "asin": "B09Q1YBMB4", "price": "$16.14", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue", "asin": "B0DGF616XN", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "BlissTotes Large Moving Boxes and Moving Supplies with Zippers & Handles with lids, Heavy Duty Totes for Storage Bags for Space Saving, Fold Flat, Moving and Storing 93L, 6 Pack", "asin": "B0B6HSLRTX", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Amazon Basics Cardboard Moving Boxes, 20 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RVLG8Q3", "price": "$46.79", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM", "price": "$28.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector", "asin": "B07JG459R7", "price": "$29.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies", "asin": "B0CYYSMZWT", "price": "$59.48", "delivery": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "12 * 12 inch Packing Paper for Moving 100 Sheets Protecting Fragile China and Glasses,Small Wrapping Paper for Shipping and Moving Box Filler", "asin": "B0BX2BN5KQ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DCL6KK6Y", "price": "$19.15", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DCL6KK6Y", "price": "$19.15", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "BOX USA 18x18x18 Corrugated Cardboard Double Wall Boxes with Handles Large, 18\u201dL x 18\u201dW x 18\u201dH, Pack of 10 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01L9SL0KK", "price": "$44.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "Extra Large Heavy Duty Moving Bags W/Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Box and Bin (Set of 6, Multicolor)", "asin": "B0BBVY7DNV", "price": "$21.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Moving Boxes Heavy Duty 93L Moving Bags with Strong Zippers and Handles Collapsible Moving Supplies, Storage Totes for Packing & Moving Storing, 8-Pack", "asin": "B0BN1CMGJ9", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Medium Moving Boxes with Handles Pack of 20 \u2013 18\"x14\"x12\" \u2013 Cheap Cheap Moving Boxes", "asin": "B00I0TJHDO", "price": "$44.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "Heavy Duty Moving Bags with Backpack Straps and Strong Handles, Alternative to Moving Boxes and Storage Totes for Dorm Room Essentials, 6 Pack, Black", "asin": "B0CLCTD3WL", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Fab totes 6 Pack Clothes Storage, Foldable Thick Fabric Blanket Storage Bags, Storage Containers for Organizing Bedroom, Closet, Clothing, Comforter, Grey", "asin": "B092ZDHJMN", "price": "$20.56", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "BOX USA Moving Boxes, Extra Large 20\" x 20\" x 15\" (12 Pack), Corrugated Cardboard Box for Packing Packaging Storage Mailing, and Shipping for Office of Home, 32 ECT - Pack of 12", "asin": "B09BDJS635", "price": "$39.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "Large Moving Boxes 20\" x 20\" x 15\" (Pack of 6)", "asin": "B007PBKMKK", "price": "$31.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Bankers Box Medium Classic Moving Box 20 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (8817202)", "asin": "B077FFRQQS", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "1.88 in x 66.6 YDs Clear Heavy Duty Packing Tape with Dispenser, Strong & Durable Shipping Tape, Packaging Tape, Packing Tape Dispenser Gun for Packing Boxes, Moving Supplies, Shipping and Mailing", "asin": "B0CGZNL6PC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "AVIDITI Corrugated Cardboard Box 9\"L x 7\"W x 5\"H (Pack of 25), Cardboard Boxes Perfect for Moving, Storing, Packing & Shipping, Ideal for Small & Medium Items, Storage, and Mailing", "asin": "B00BT5EOM0", "price": "$31.83", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "uBoxes Moving Bundles Medium Boxes 18\" x 14\" x 12\" - Medium Boxes (Pack of 15)", "asin": "B08WWPTBZ6", "price": "$39.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "StorageRight Moving Bags-Heavy Duty Moving Boxes, Storage Totes with Zipper, Reinforced Handles and Tag Pocket-Collapsible Moving Supplies for moving, Storage and Travel 93L(Blue-6 Pack)", "asin": "B0BM84G5NJ", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Uboxes Moving Boxes with Handles, 10 Premium Large, 18 x 18 x 24, Brown, BOXINDSLAR10", "asin": "B007PBKWDC", "price": "$45.00", "delivery": "FREE delivery Mon, Apr 7 for Prime members"},
{"title": "Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)", "asin": "B00KP37YW4", "price": "$38.69", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Amazon Basics Cardboard Moving Boxes in Small, Medium and Large Sizes (Assorted), Pack of 30, Brown", "asin": "B07RTKSHXN", "price": "$69.29", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "uBoxes Moving Boxes Bundle of 18\"x14\"x12\" (Medium Boxes - Pack of 20)", "asin": "B08ZFZ8TPR", "price": "$49.98", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue", "asin": "B07BKVN8S4", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Amazon Basics Medium Moving Boxs with Lid and Handles, 19 x 14.5 x 15.5, Inches 10 Pack", "asin": "B07JH5Q1JF", "price": "$44.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Amazon Basics 20\" x 20\" x 34\" Wardrobe Clothing Moving Boxes with Bar, 3 Pack, Brown", "asin": "B07RR55KGW", "price": "$55.96", "delivery": "FREE delivery Apr 8 - 9 for Prime members"},
{"title": "Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)", "asin": "B074JKK1G5", "price": "$36.81", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "2 Pack 12 Inch x 72 ft Total Bubble Packing Wrap for Moving Boxes Shipping Cushioning Supplies Perforated Every 12\u201d", "asin": "B0B2FFTSR9", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "uBoxes Medium Moving Boxes 18\"x14\"x12\" (Medium Boxes - Pack of 20)", "asin": "B0934HY2V2", "price": "$46.69", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "uBoxes Moving Boxes Medium 18x14x12-Inches (Pack of 10) Professional Moving Box", "asin": "B00IZLJTL2", "price": "$26.52", "delivery": "FREE delivery Mon, Apr 7 for Prime members"},
{"title": "Bankers Box Large Prime Moving Box 6 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 18-in x 18-in x 24-in (0062904)", "asin": "B0027CTFDM", "price": "$53.60", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Bankers Box Classic Moving Box 12 Pack Kit, Reinforced Handles, Tape-Free Assembly, Box with Lid, 8 Small and 4 Medium Boxes (7716401)", "asin": "B00KP37XYS", "price": "$45.58", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "Bankers Box Large - up to 55\" TV/Picture/Mirror - Moving Box 4 Pack, 48-in x 4-in x 33-in (7711301)", "asin": "B007XPBW3Y", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Extra Large Moving Boxes-Moving Bags with Zipper, Carrying Handles and Tag Pocket-Moving Supplies for Space Saving-Totes for Storage - for moving, Storage, Camping and Travel 93L-4 Pack", "asin": "B0BJVKGT69", "price": "$17.09", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Uboxes Moving Boxes 1 Room Bigger Moving Kit - 14 Boxes Plus Supplies & Tape, Brown Kraft", "asin": "B00INHEP26", "price": "$59.50", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Bankers Box Medium Moving Box 10 Pack, Pre-Printed for Labeling, 18.25-in x 15.25-in x 16.375-in (7713902)", "asin": "B00GMOOB3K", "price": "$46.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "HealSmart 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Dorm Room Essentials Storage Bags, Blue", "asin": "B0DC6BT348", "price": "$25.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "Large Moving Boxes (6 Pack) 20x20x15-inches Packing Cardboard Box", "asin": "B00IZLJUK2", "price": "$31.18", "delivery": "FREE delivery Mon, Apr 7 for Prime members"},
{"title": "Bankers Box 12 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue", "asin": "B000FLZE7I", "price": "$36.81", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "uBoxes Moving Boxes 1 Room Economy Moving Kit UBOXES Brand - 15 Medium & Small Boxes & Moving Supplies, Brown", "asin": "B005HJ8ZSS", "price": "$49.98", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Holiday Shipping Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$13.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "AVIDITI Moving Boxes Large 12\"L x 8\"W x 6\"H, 25-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage", "asin": "B09BDKFXWF", "price": "$25.49", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "UBOXES Moving Boxes - Value Economy Kit #2 Qty: 30 Boxes & Moving Supplies, Corrugated, Model:Moving Boxes Kit", "asin": "B007PBK728", "price": "$79.90", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "One BedRoom 18 Moving Boxes Basic Moving Kit: Boxes, Packing Supplies, & Tape.", "asin": "B005HJ8YUC", "price": "$58.65", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Bankers Box Tall Wardrobe Box 3 Pack, Tape-Free Design, 24-in x 24-in x 40-in (7710501)", "asin": "B0875L692H", "price": "$54.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Uboxes Medium Moving Boxes 18\"x14\"x12\" (Pack of 15)", "asin": "B07CSD7GMB", "price": "$39.78", "delivery": " Two-Day FREE delivery Fri, Apr 4"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T21:43:06.437Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T21:43:06.437Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T21:43:06.437Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"index": 2669,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T21:41:18.185Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:02.323Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:29.779Z\", \"action\": \"input\", \"action_argument\": \"moving bo\"}\n{\"timestamp\": \"2025-04-02T21:42:29.793Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"moving boxes\"}],\n\"cart_items\": [{\"title\": \"Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups\", \"asin\": \"B07PHQCH4C\", \"price\": \"$9.98\", \"quantity\": \"1\"},\n{\"title\": \"Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty\", \"asin\": \"B0CGCLXG1B\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint\", \"asin\": \"B0D95ZZ2L3\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small\", \"asin\": \"B0C63L1KV7\", \"price\": \"$34.50\", \"quantity\": \"1\"},\n{\"title\": \"APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M\", \"asin\": \"B0D7D3YCXQ\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)\", \"asin\": \"B08DTH6M77\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152\", \"asin\": \"B079FRVSPH\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\\u3010+ 6 Pick\\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)\", \"asin\": \"B0D7GY8KVW\", \"price\": \"$34.98\", \"quantity\": \"1\"},\n{\"title\": \"Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories\", \"asin\": \"B07PXYY3Y3\", \"price\": \"$8.49\", \"quantity\": \"1\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"B0C6DTTQWM\", \"price\": \"$79.99\", \"quantity\": \"1\"},\n{\"title\": \"Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts\", \"asin\": \"B0D5NBS724\", \"price\": \"$46.19\", \"quantity\": \"1\"},\n{\"title\": \"The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures\", \"asin\": \"0593686152\", \"price\": \"$14.10\", \"quantity\": \"1\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"quantity\": \"1\"},\n{\"title\": \"THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium\", \"asin\": \"B0CNBMCMP8\", \"price\": \"$300.00\", \"quantity\": \"1\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))\", \"asin\": \"1982159375\", \"price\": \"$10.91\", \"quantity\": \"1\"},\n{\"title\": \"EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump\", \"asin\": \"B004HLSZYQ\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Orgain X Justin's \\u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb\", \"asin\": \"B0CZZFKDC7\", \"price\": \"$29.99\"}],\n\"promotion_items\": [{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies\", \"asin\": \"B0CYYSMZWT\", \"price\": \"$59.48\", \"quantity\": \"\"},\n{\"title\": \"VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)\", \"asin\": \"B08SJCJGBV\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"SGPAC Heavy Duty Mattress Bags for Moving and Storage,Extra Thick Queen Mattress Storage bag,Mattress Cover for Moving with Reinforced Handles and Zipper Closure to Prevent Rips,Made of New Material\", \"asin\": \"B08M98QJF3\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)\", \"asin\": \"B08SJCJGBV\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)\", \"asin\": \"B0981V5PGK\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\"},\n{\"title\": \"TICONN 4 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNHL9L\"},\n{\"title\": \"TICONN 8 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WN5LDG\"}],\n\"search_results\": [{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"VENO 8 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 8 Pack)\", \"asin\": \"B07J6625YY\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)\", \"asin\": \"B0981V5PGK\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"BlissTotes Large Moving Boxes and Moving Supplies with Zippers & Handles with lids, Heavy Duty Totes for Storage Bags for Space Saving, Fold Flat, Moving and Storing 93L, 6 Pack\", \"asin\": \"B0B6HSLRTX\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Cardboard Moving Boxes, 20 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RVLG8Q3\", \"price\": \"$46.79\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies\", \"asin\": \"B0CYYSMZWT\", \"price\": \"$59.48\", \"delivery\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"12 * 12 inch Packing Paper for Moving 100 Sheets Protecting Fragile China and Glasses,Small Wrapping Paper for Shipping and Moving Box Filler\", \"asin\": \"B0BX2BN5KQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \\u2013 Durable - Eco-Friendly, Recyclable - Made in the USA\", \"asin\": \"B0DCL6KK6Y\", \"price\": \"$19.15\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \\u2013 Durable - Eco-Friendly, Recyclable - Made in the USA\", \"asin\": \"B0DCL6KK6Y\", \"price\": \"$19.15\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"BOX USA 18x18x18 Corrugated Cardboard Double Wall Boxes with Handles Large, 18\\u201dL x 18\\u201dW x 18\\u201dH, Pack of 10 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01L9SL0KK\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Extra Large Heavy Duty Moving Bags W/Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Box and Bin (Set of 6, Multicolor)\", \"asin\": \"B0BBVY7DNV\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Moving Boxes Heavy Duty 93L Moving Bags with Strong Zippers and Handles Collapsible Moving Supplies, Storage Totes for Packing & Moving Storing, 8-Pack\", \"asin\": \"B0BN1CMGJ9\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Medium Moving Boxes with Handles Pack of 20 \\u2013 18\\\"x14\\\"x12\\\" \\u2013 Cheap Cheap Moving Boxes\", \"asin\": \"B00I0TJHDO\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"Heavy Duty Moving Bags with Backpack Straps and Strong Handles, Alternative to Moving Boxes and Storage Totes for Dorm Room Essentials, 6 Pack, Black\", \"asin\": \"B0CLCTD3WL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Fab totes 6 Pack Clothes Storage, Foldable Thick Fabric Blanket Storage Bags, Storage Containers for Organizing Bedroom, Closet, Clothing, Comforter, Grey\", \"asin\": \"B092ZDHJMN\", \"price\": \"$20.56\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes, Extra Large 20\\\" x 20\\\" x 15\\\" (12 Pack), Corrugated Cardboard Box for Packing Packaging Storage Mailing, and Shipping for Office of Home, 32 ECT - Pack of 12\", \"asin\": \"B09BDJS635\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 6)\", \"asin\": \"B007PBKMKK\", \"price\": \"$31.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 20 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (8817202)\", \"asin\": \"B077FFRQQS\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"1.88 in x 66.6 YDs Clear Heavy Duty Packing Tape with Dispenser, Strong & Durable Shipping Tape, Packaging Tape, Packing Tape Dispenser Gun for Packing Boxes, Moving Supplies, Shipping and Mailing\", \"asin\": \"B0CGZNL6PC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"AVIDITI Corrugated Cardboard Box 9\\\"L x 7\\\"W x 5\\\"H (Pack of 25), Cardboard Boxes Perfect for Moving, Storing, Packing & Shipping, Ideal for Small & Medium Items, Storage, and Mailing\", \"asin\": \"B00BT5EOM0\", \"price\": \"$31.83\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"uBoxes Moving Bundles Medium Boxes 18\\\" x 14\\\" x 12\\\" - Medium Boxes (Pack of 15)\", \"asin\": \"B08WWPTBZ6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"StorageRight Moving Bags-Heavy Duty Moving Boxes, Storage Totes with Zipper, Reinforced Handles and Tag Pocket-Collapsible Moving Supplies for moving, Storage and Travel 93L(Blue-6 Pack)\", \"asin\": \"B0BM84G5NJ\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Uboxes Moving Boxes with Handles, 10 Premium Large, 18 x 18 x 24, Brown, BOXINDSLAR10\", \"asin\": \"B007PBKWDC\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)\", \"asin\": \"B00KP37YW4\", \"price\": \"$38.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Amazon Basics Cardboard Moving Boxes in Small, Medium and Large Sizes (Assorted), Pack of 30, Brown\", \"asin\": \"B07RTKSHXN\", \"price\": \"$69.29\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"uBoxes Moving Boxes Bundle of 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B08ZFZ8TPR\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B07BKVN8S4\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Amazon Basics Medium Moving Boxs with Lid and Handles, 19 x 14.5 x 15.5, Inches 10 Pack\", \"asin\": \"B07JH5Q1JF\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Amazon Basics 20\\\" x 20\\\" x 34\\\" Wardrobe Clothing Moving Boxes with Bar, 3 Pack, Brown\", \"asin\": \"B07RR55KGW\", \"price\": \"$55.96\", \"delivery\": \"FREE delivery Apr 8 - 9 for Prime members\"},\n{\"title\": \"Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)\", \"asin\": \"B074JKK1G5\", \"price\": \"$36.81\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pack 12 Inch x 72 ft Total Bubble Packing Wrap for Moving Boxes Shipping Cushioning Supplies Perforated Every 12\\u201d\", \"asin\": \"B0B2FFTSR9\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"uBoxes Medium Moving Boxes 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B0934HY2V2\", \"price\": \"$46.69\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"uBoxes Moving Boxes Medium 18x14x12-Inches (Pack of 10) Professional Moving Box\", \"asin\": \"B00IZLJTL2\", \"price\": \"$26.52\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box Large Prime Moving Box 6 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 18-in x 18-in x 24-in (0062904)\", \"asin\": \"B0027CTFDM\", \"price\": \"$53.60\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Classic Moving Box 12 Pack Kit, Reinforced Handles, Tape-Free Assembly, Box with Lid, 8 Small and 4 Medium Boxes (7716401)\", \"asin\": \"B00KP37XYS\", \"price\": \"$45.58\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"Bankers Box Large - up to 55\\\" TV/Picture/Mirror - Moving Box 4 Pack, 48-in x 4-in x 33-in (7711301)\", \"asin\": \"B007XPBW3Y\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Extra Large Moving Boxes-Moving Bags with Zipper, Carrying Handles and Tag Pocket-Moving Supplies for Space Saving-Totes for Storage - for moving, Storage, Camping and Travel 93L-4 Pack\", \"asin\": \"B0BJVKGT69\", \"price\": \"$17.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Uboxes Moving Boxes 1 Room Bigger Moving Kit - 14 Boxes Plus Supplies & Tape, Brown Kraft\", \"asin\": \"B00INHEP26\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Medium Moving Box 10 Pack, Pre-Printed for Labeling, 18.25-in x 15.25-in x 16.375-in (7713902)\", \"asin\": \"B00GMOOB3K\", \"price\": \"$46.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"HealSmart 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Dorm Room Essentials Storage Bags, Blue\", \"asin\": \"B0DC6BT348\", \"price\": \"$25.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Large Moving Boxes (6 Pack) 20x20x15-inches Packing Cardboard Box\", \"asin\": \"B00IZLJUK2\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box 12 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B000FLZE7I\", \"price\": \"$36.81\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"uBoxes Moving Boxes 1 Room Economy Moving Kit UBOXES Brand - 15 Medium & Small Boxes & Moving Supplies, Brown\", \"asin\": \"B005HJ8ZSS\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Holiday Shipping Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$13.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"AVIDITI Moving Boxes Large 12\\\"L x 8\\\"W x 6\\\"H, 25-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage\", \"asin\": \"B09BDKFXWF\", \"price\": \"$25.49\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"UBOXES Moving Boxes - Value Economy Kit #2 Qty: 30 Boxes & Moving Supplies, Corrugated, Model:Moving Boxes Kit\", \"asin\": \"B007PBK728\", \"price\": \"$79.90\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"One BedRoom 18 Moving Boxes Basic Moving Kit: Boxes, Packing Supplies, & Tape.\", \"asin\": \"B005HJ8YUC\", \"price\": \"$58.65\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Tall Wardrobe Box 3 Pack, Tape-Free Design, 24-in x 24-in x 40-in (7710501)\", \"asin\": \"B0875L692H\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Uboxes Medium Moving Boxes 18\\\"x14\\\"x12\\\" (Pack of 15)\", \"asin\": \"B07CSD7GMB\", \"price\": \"$39.78\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:43:06.437Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T21:41:18.185Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:02.323Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:29.779Z\", \"action\": \"input\", \"action_argument\": \"moving bo\"}\n{\"timestamp\": \"2025-04-02T21:42:29.793Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-02T21:43:06.437Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"moving boxes\"}],\n\"cart_items\": [{\"title\": \"Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups\", \"asin\": \"B07PHQCH4C\", \"price\": \"$9.98\", \"quantity\": \"1\"},\n{\"title\": \"Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty\", \"asin\": \"B0CGCLXG1B\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint\", \"asin\": \"B0D95ZZ2L3\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small\", \"asin\": \"B0C63L1KV7\", \"price\": \"$34.50\", \"quantity\": \"1\"},\n{\"title\": \"APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M\", \"asin\": \"B0D7D3YCXQ\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)\", \"asin\": \"B08DTH6M77\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152\", \"asin\": \"B079FRVSPH\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\\u3010+ 6 Pick\\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)\", \"asin\": \"B0D7GY8KVW\", \"price\": \"$34.98\", \"quantity\": \"1\"},\n{\"title\": \"Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories\", \"asin\": \"B07PXYY3Y3\", \"price\": \"$8.49\", \"quantity\": \"1\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"B0C6DTTQWM\", \"price\": \"$79.99\", \"quantity\": \"1\"},\n{\"title\": \"Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts\", \"asin\": \"B0D5NBS724\", \"price\": \"$46.19\", \"quantity\": \"1\"},\n{\"title\": \"The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures\", \"asin\": \"0593686152\", \"price\": \"$14.10\", \"quantity\": \"1\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"quantity\": \"1\"},\n{\"title\": \"THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium\", \"asin\": \"B0CNBMCMP8\", \"price\": \"$300.00\", \"quantity\": \"1\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))\", \"asin\": \"1982159375\", \"price\": \"$10.91\", \"quantity\": \"1\"},\n{\"title\": \"EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump\", \"asin\": \"B004HLSZYQ\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Orgain X Justin's \\u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb\", \"asin\": \"B0CZZFKDC7\", \"price\": \"$29.99\"}],\n\"promotion_items\": [{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies\", \"asin\": \"B0CYYSMZWT\", \"price\": \"$59.48\", \"quantity\": \"\"},\n{\"title\": \"VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)\", \"asin\": \"B08SJCJGBV\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"SGPAC Heavy Duty Mattress Bags for Moving and Storage,Extra Thick Queen Mattress Storage bag,Mattress Cover for Moving with Reinforced Handles and Zipper Closure to Prevent Rips,Made of New Material\", \"asin\": \"B08M98QJF3\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)\", \"asin\": \"B08SJCJGBV\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)\", \"asin\": \"B0981V5PGK\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\"},\n{\"title\": \"TICONN 4 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNHL9L\"},\n{\"title\": \"TICONN 8 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WN5LDG\"}],\n\"search_results\": [{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"VENO 8 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 8 Pack)\", \"asin\": \"B07J6625YY\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)\", \"asin\": \"B0981V5PGK\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"BlissTotes Large Moving Boxes and Moving Supplies with Zippers & Handles with lids, Heavy Duty Totes for Storage Bags for Space Saving, Fold Flat, Moving and Storing 93L, 6 Pack\", \"asin\": \"B0B6HSLRTX\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Cardboard Moving Boxes, 20 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RVLG8Q3\", \"price\": \"$46.79\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies\", \"asin\": \"B0CYYSMZWT\", \"price\": \"$59.48\", \"delivery\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"12 * 12 inch Packing Paper for Moving 100 Sheets Protecting Fragile China and Glasses,Small Wrapping Paper for Shipping and Moving Box Filler\", \"asin\": \"B0BX2BN5KQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \\u2013 Durable - Eco-Friendly, Recyclable - Made in the USA\", \"asin\": \"B0DCL6KK6Y\", \"price\": \"$19.15\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \\u2013 Durable - Eco-Friendly, Recyclable - Made in the USA\", \"asin\": \"B0DCL6KK6Y\", \"price\": \"$19.15\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"BOX USA 18x18x18 Corrugated Cardboard Double Wall Boxes with Handles Large, 18\\u201dL x 18\\u201dW x 18\\u201dH, Pack of 10 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01L9SL0KK\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Extra Large Heavy Duty Moving Bags W/Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Box and Bin (Set of 6, Multicolor)\", \"asin\": \"B0BBVY7DNV\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Moving Boxes Heavy Duty 93L Moving Bags with Strong Zippers and Handles Collapsible Moving Supplies, Storage Totes for Packing & Moving Storing, 8-Pack\", \"asin\": \"B0BN1CMGJ9\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Medium Moving Boxes with Handles Pack of 20 \\u2013 18\\\"x14\\\"x12\\\" \\u2013 Cheap Cheap Moving Boxes\", \"asin\": \"B00I0TJHDO\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"Heavy Duty Moving Bags with Backpack Straps and Strong Handles, Alternative to Moving Boxes and Storage Totes for Dorm Room Essentials, 6 Pack, Black\", \"asin\": \"B0CLCTD3WL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Fab totes 6 Pack Clothes Storage, Foldable Thick Fabric Blanket Storage Bags, Storage Containers for Organizing Bedroom, Closet, Clothing, Comforter, Grey\", \"asin\": \"B092ZDHJMN\", \"price\": \"$20.56\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes, Extra Large 20\\\" x 20\\\" x 15\\\" (12 Pack), Corrugated Cardboard Box for Packing Packaging Storage Mailing, and Shipping for Office of Home, 32 ECT - Pack of 12\", \"asin\": \"B09BDJS635\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 6)\", \"asin\": \"B007PBKMKK\", \"price\": \"$31.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 20 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (8817202)\", \"asin\": \"B077FFRQQS\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"1.88 in x 66.6 YDs Clear Heavy Duty Packing Tape with Dispenser, Strong & Durable Shipping Tape, Packaging Tape, Packing Tape Dispenser Gun for Packing Boxes, Moving Supplies, Shipping and Mailing\", \"asin\": \"B0CGZNL6PC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"AVIDITI Corrugated Cardboard Box 9\\\"L x 7\\\"W x 5\\\"H (Pack of 25), Cardboard Boxes Perfect for Moving, Storing, Packing & Shipping, Ideal for Small & Medium Items, Storage, and Mailing\", \"asin\": \"B00BT5EOM0\", \"price\": \"$31.83\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"uBoxes Moving Bundles Medium Boxes 18\\\" x 14\\\" x 12\\\" - Medium Boxes (Pack of 15)\", \"asin\": \"B08WWPTBZ6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"StorageRight Moving Bags-Heavy Duty Moving Boxes, Storage Totes with Zipper, Reinforced Handles and Tag Pocket-Collapsible Moving Supplies for moving, Storage and Travel 93L(Blue-6 Pack)\", \"asin\": \"B0BM84G5NJ\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Uboxes Moving Boxes with Handles, 10 Premium Large, 18 x 18 x 24, Brown, BOXINDSLAR10\", \"asin\": \"B007PBKWDC\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)\", \"asin\": \"B00KP37YW4\", \"price\": \"$38.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Amazon Basics Cardboard Moving Boxes in Small, Medium and Large Sizes (Assorted), Pack of 30, Brown\", \"asin\": \"B07RTKSHXN\", \"price\": \"$69.29\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"uBoxes Moving Boxes Bundle of 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B08ZFZ8TPR\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B07BKVN8S4\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Amazon Basics Medium Moving Boxs with Lid and Handles, 19 x 14.5 x 15.5, Inches 10 Pack\", \"asin\": \"B07JH5Q1JF\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Amazon Basics 20\\\" x 20\\\" x 34\\\" Wardrobe Clothing Moving Boxes with Bar, 3 Pack, Brown\", \"asin\": \"B07RR55KGW\", \"price\": \"$55.96\", \"delivery\": \"FREE delivery Apr 8 - 9 for Prime members\"},\n{\"title\": \"Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)\", \"asin\": \"B074JKK1G5\", \"price\": \"$36.81\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pack 12 Inch x 72 ft Total Bubble Packing Wrap for Moving Boxes Shipping Cushioning Supplies Perforated Every 12\\u201d\", \"asin\": \"B0B2FFTSR9\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"uBoxes Medium Moving Boxes 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B0934HY2V2\", \"price\": \"$46.69\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"uBoxes Moving Boxes Medium 18x14x12-Inches (Pack of 10) Professional Moving Box\", \"asin\": \"B00IZLJTL2\", \"price\": \"$26.52\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box Large Prime Moving Box 6 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 18-in x 18-in x 24-in (0062904)\", \"asin\": \"B0027CTFDM\", \"price\": \"$53.60\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Classic Moving Box 12 Pack Kit, Reinforced Handles, Tape-Free Assembly, Box with Lid, 8 Small and 4 Medium Boxes (7716401)\", \"asin\": \"B00KP37XYS\", \"price\": \"$45.58\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"Bankers Box Large - up to 55\\\" TV/Picture/Mirror - Moving Box 4 Pack, 48-in x 4-in x 33-in (7711301)\", \"asin\": \"B007XPBW3Y\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Extra Large Moving Boxes-Moving Bags with Zipper, Carrying Handles and Tag Pocket-Moving Supplies for Space Saving-Totes for Storage - for moving, Storage, Camping and Travel 93L-4 Pack\", \"asin\": \"B0BJVKGT69\", \"price\": \"$17.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Uboxes Moving Boxes 1 Room Bigger Moving Kit - 14 Boxes Plus Supplies & Tape, Brown Kraft\", \"asin\": \"B00INHEP26\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Medium Moving Box 10 Pack, Pre-Printed for Labeling, 18.25-in x 15.25-in x 16.375-in (7713902)\", \"asin\": \"B00GMOOB3K\", \"price\": \"$46.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"HealSmart 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Dorm Room Essentials Storage Bags, Blue\", \"asin\": \"B0DC6BT348\", \"price\": \"$25.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Large Moving Boxes (6 Pack) 20x20x15-inches Packing Cardboard Box\", \"asin\": \"B00IZLJUK2\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box 12 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B000FLZE7I\", \"price\": \"$36.81\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"uBoxes Moving Boxes 1 Room Economy Moving Kit UBOXES Brand - 15 Medium & Small Boxes & Moving Supplies, Brown\", \"asin\": \"B005HJ8ZSS\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Holiday Shipping Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$13.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"AVIDITI Moving Boxes Large 12\\\"L x 8\\\"W x 6\\\"H, 25-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage\", \"asin\": \"B09BDKFXWF\", \"price\": \"$25.49\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"UBOXES Moving Boxes - Value Economy Kit #2 Qty: 30 Boxes & Moving Supplies, Corrugated, Model:Moving Boxes Kit\", \"asin\": \"B007PBK728\", \"price\": \"$79.90\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"One BedRoom 18 Moving Boxes Basic Moving Kit: Boxes, Packing Supplies, & Tape.\", \"asin\": \"B005HJ8YUC\", \"price\": \"$58.65\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Tall Wardrobe Box 3 Pack, Tape-Free Design, 24-in x 24-in x 40-in (7710501)\", \"asin\": \"B0875L692H\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Uboxes Medium Moving Boxes 18\\\"x14\\\"x12\\\" (Pack of 15)\", \"asin\": \"B07CSD7GMB\", \"price\": \"$39.78\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:43:15.241Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T21:43:15.241Z
|
click
|
filter
|
rule
|
train
| 2,670 |
2025-04-02T21:43:15.241Z
|
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 UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T21:40:04.261Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T21:41:18.185Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-02T21:42:02.323Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-02T21:42:29.779Z", "action": "input", "action_argument": "moving bo"}
{"timestamp": "2025-04-02T21:42:29.793Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-02T21:43:06.437Z", "action": "click", "action_argument": "filter"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "moving boxes"}],
"cart_items": [{"title": "Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups", "asin": "B07PHQCH4C", "price": "$9.98", "quantity": "1"},
{"title": "Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty", "asin": "B0CGCLXG1B", "price": "$8.99", "quantity": "1"},
{"title": "Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint", "asin": "B0D95ZZ2L3", "price": "$12.99", "quantity": "1"},
{"title": "Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small", "asin": "B0C63L1KV7", "price": "$34.50", "quantity": "1"},
{"title": "APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M", "asin": "B0D7D3YCXQ", "price": "$28.99", "quantity": "1"},
{"title": "GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)", "asin": "B08DTH6M77", "price": "$17.99", "quantity": "1"},
{"title": "CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152", "asin": "B079FRVSPH", "price": "$29.99", "quantity": "1"},
{"title": "wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\u3010+ 6 Pick\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)", "asin": "B0D7GY8KVW", "price": "$34.98", "quantity": "1"},
{"title": "Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories", "asin": "B07PXYY3Y3", "price": "$8.49", "quantity": "1"},
{"title": "KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White", "asin": "B0C6DTTQWM", "price": "$79.99", "quantity": "1"},
{"title": "Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts", "asin": "B0D5NBS724", "price": "$46.19", "quantity": "1"},
{"title": "The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures", "asin": "0593686152", "price": "$14.10", "quantity": "1"},
{"title": "Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24", "asin": "B09LD7WRVS", "price": "$39.96", "quantity": "1"},
{"title": "THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium", "asin": "B0CNBMCMP8", "price": "$300.00", "quantity": "1"},
{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply", "asin": "B08FNG91XM", "price": "$7.49", "quantity": "1"},
{"title": "On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))", "asin": "1982159375", "price": "$10.91", "quantity": "1"},
{"title": "EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump", "asin": "B004HLSZYQ", "price": "$35.00", "quantity": "1"},
{"title": "Orgain X Justin's \u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb", "asin": "B0CZZFKDC7", "price": "$29.99"}],
"promotion_items": [{"title": "Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector", "asin": "B07JG459R7", "price": "$29.97", "quantity": ""},
{"title": "BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies", "asin": "B0CYYSMZWT", "price": "$59.48", "quantity": ""},
{"title": "VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)", "asin": "B08SJCJGBV", "price": "$51.99", "quantity": ""},
{"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "quantity": ""},
{"title": "Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)", "asin": "B09Q1YBMB4", "price": "$16.14", "quantity": ""},
{"title": "SGPAC Heavy Duty Mattress Bags for Moving and Storage,Extra Thick Queen Mattress Storage bag,Mattress Cover for Moving with Reinforced Handles and Zipper Closure to Prevent Rips,Made of New Material", "asin": "B08M98QJF3", "price": "$34.99", "quantity": ""},
{"title": "Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector", "asin": "B07JG459R7", "price": "$29.97", "quantity": ""},
{"title": "Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)", "asin": "B09Q1YBMB4", "price": "$16.14", "quantity": ""},
{"title": "VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)", "asin": "B08SJCJGBV", "price": "$51.99", "quantity": ""},
{"title": "TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM", "price": "$28.95", "quantity": ""},
{"title": "VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)", "asin": "B0981V5PGK", "price": "$41.99", "quantity": ""},
{"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "quantity": ""}],
"ads": [{"title": "TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM"},
{"title": "TICONN 4 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNHL9L"},
{"title": "TICONN 8 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WN5LDG"}],
"search_results": [{"title": "6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue", "asin": "B0DGF616XN", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM", "price": "$28.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "VENO 8 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 8 Pack)", "asin": "B07J6625YY", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)", "asin": "B0981V5PGK", "price": "$41.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)", "asin": "B09Q1YBMB4", "price": "$16.14", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue", "asin": "B0DGF616XN", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "BlissTotes Large Moving Boxes and Moving Supplies with Zippers & Handles with lids, Heavy Duty Totes for Storage Bags for Space Saving, Fold Flat, Moving and Storing 93L, 6 Pack", "asin": "B0B6HSLRTX", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Amazon Basics Cardboard Moving Boxes, 20 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RVLG8Q3", "price": "$46.79", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM", "price": "$28.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector", "asin": "B07JG459R7", "price": "$29.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies", "asin": "B0CYYSMZWT", "price": "$59.48", "delivery": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$29.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "12 * 12 inch Packing Paper for Moving 100 Sheets Protecting Fragile China and Glasses,Small Wrapping Paper for Shipping and Moving Box Filler", "asin": "B0BX2BN5KQ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DCL6KK6Y", "price": "$19.15", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)", "asin": "B0BLKD3H7V", "price": "$27.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \u2013 Durable - Eco-Friendly, Recyclable - Made in the USA", "asin": "B0DCL6KK6Y", "price": "$19.15", "delivery": "FREE delivery Wed, Apr 9"},
{"title": "BOX USA 18x18x18 Corrugated Cardboard Double Wall Boxes with Handles Large, 18\u201dL x 18\u201dW x 18\u201dH, Pack of 10 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01L9SL0KK", "price": "$44.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "Extra Large Heavy Duty Moving Bags W/Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Box and Bin (Set of 6, Multicolor)", "asin": "B0BBVY7DNV", "price": "$21.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Moving Boxes Heavy Duty 93L Moving Bags with Strong Zippers and Handles Collapsible Moving Supplies, Storage Totes for Packing & Moving Storing, 8-Pack", "asin": "B0BN1CMGJ9", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Medium Moving Boxes with Handles Pack of 20 \u2013 18\"x14\"x12\" \u2013 Cheap Cheap Moving Boxes", "asin": "B00I0TJHDO", "price": "$44.99", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "Heavy Duty Moving Bags with Backpack Straps and Strong Handles, Alternative to Moving Boxes and Storage Totes for Dorm Room Essentials, 6 Pack, Black", "asin": "B0CLCTD3WL", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Fab totes 6 Pack Clothes Storage, Foldable Thick Fabric Blanket Storage Bags, Storage Containers for Organizing Bedroom, Closet, Clothing, Comforter, Grey", "asin": "B092ZDHJMN", "price": "$20.56", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "BOX USA Moving Boxes, Extra Large 20\" x 20\" x 15\" (12 Pack), Corrugated Cardboard Box for Packing Packaging Storage Mailing, and Shipping for Office of Home, 32 ECT - Pack of 12", "asin": "B09BDJS635", "price": "$39.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "Large Moving Boxes 20\" x 20\" x 15\" (Pack of 6)", "asin": "B007PBKMKK", "price": "$31.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Bankers Box Medium Classic Moving Box 20 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (8817202)", "asin": "B077FFRQQS", "price": "$64.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "1.88 in x 66.6 YDs Clear Heavy Duty Packing Tape with Dispenser, Strong & Durable Shipping Tape, Packaging Tape, Packing Tape Dispenser Gun for Packing Boxes, Moving Supplies, Shipping and Mailing", "asin": "B0CGZNL6PC", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "AVIDITI Corrugated Cardboard Box 9\"L x 7\"W x 5\"H (Pack of 25), Cardboard Boxes Perfect for Moving, Storing, Packing & Shipping, Ideal for Small & Medium Items, Storage, and Mailing", "asin": "B00BT5EOM0", "price": "$31.83", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "uBoxes Moving Bundles Medium Boxes 18\" x 14\" x 12\" - Medium Boxes (Pack of 15)", "asin": "B08WWPTBZ6", "price": "$39.95", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "StorageRight Moving Bags-Heavy Duty Moving Boxes, Storage Totes with Zipper, Reinforced Handles and Tag Pocket-Collapsible Moving Supplies for moving, Storage and Travel 93L(Blue-6 Pack)", "asin": "B0BM84G5NJ", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Uboxes Moving Boxes with Handles, 10 Premium Large, 18 x 18 x 24, Brown, BOXINDSLAR10", "asin": "B007PBKWDC", "price": "$45.00", "delivery": "FREE delivery Mon, Apr 7 for Prime members"},
{"title": "Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)", "asin": "B00KP37YW4", "price": "$38.69", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Amazon Basics Cardboard Moving Boxes in Small, Medium and Large Sizes (Assorted), Pack of 30, Brown", "asin": "B07RTKSHXN", "price": "$69.29", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "uBoxes Moving Boxes Bundle of 18\"x14\"x12\" (Medium Boxes - Pack of 20)", "asin": "B08ZFZ8TPR", "price": "$49.98", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue", "asin": "B07BKVN8S4", "price": "$69.99", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM"},
{"title": "Amazon Basics Medium Moving Boxs with Lid and Handles, 19 x 14.5 x 15.5, Inches 10 Pack", "asin": "B07JH5Q1JF", "price": "$44.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Amazon Basics 20\" x 20\" x 34\" Wardrobe Clothing Moving Boxes with Bar, 3 Pack, Brown", "asin": "B07RR55KGW", "price": "$55.96", "delivery": "FREE delivery Apr 8 - 9 for Prime members"},
{"title": "Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)", "asin": "B074JKK1G5", "price": "$36.81", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "2 Pack 12 Inch x 72 ft Total Bubble Packing Wrap for Moving Boxes Shipping Cushioning Supplies Perforated Every 12\u201d", "asin": "B0B2FFTSR9", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "uBoxes Medium Moving Boxes 18\"x14\"x12\" (Medium Boxes - Pack of 20)", "asin": "B0934HY2V2", "price": "$46.69", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "uBoxes Moving Boxes Medium 18x14x12-Inches (Pack of 10) Professional Moving Box", "asin": "B00IZLJTL2", "price": "$26.52", "delivery": "FREE delivery Mon, Apr 7 for Prime members"},
{"title": "Bankers Box Large Prime Moving Box 6 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 18-in x 18-in x 24-in (0062904)", "asin": "B0027CTFDM", "price": "$53.60", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Bankers Box Classic Moving Box 12 Pack Kit, Reinforced Handles, Tape-Free Assembly, Box with Lid, 8 Small and 4 Medium Boxes (7716401)", "asin": "B00KP37XYS", "price": "$45.58", "delivery": "FREE delivery Sun, Apr 6"},
{"title": "Bankers Box Large - up to 55\" TV/Picture/Mirror - Moving Box 4 Pack, 48-in x 4-in x 33-in (7711301)", "asin": "B007XPBW3Y", "price": "$39.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Extra Large Moving Boxes-Moving Bags with Zipper, Carrying Handles and Tag Pocket-Moving Supplies for Space Saving-Totes for Storage - for moving, Storage, Camping and Travel 93L-4 Pack", "asin": "B0BJVKGT69", "price": "$17.09", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Uboxes Moving Boxes 1 Room Bigger Moving Kit - 14 Boxes Plus Supplies & Tape, Brown Kraft", "asin": "B00INHEP26", "price": "$59.50", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Bankers Box Medium Moving Box 10 Pack, Pre-Printed for Labeling, 18.25-in x 15.25-in x 16.375-in (7713902)", "asin": "B00GMOOB3K", "price": "$46.99", "delivery": " Two-Day FREE delivery Fri, Apr 4 Only 1 left in stock - order soon."},
{"title": "HealSmart 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Dorm Room Essentials Storage Bags, Blue", "asin": "B0DC6BT348", "price": "$25.71", "delivery": " One-Day FREE delivery Tomorrow, Apr 3"},
{"title": "Large Moving Boxes (6 Pack) 20x20x15-inches Packing Cardboard Box", "asin": "B00IZLJUK2", "price": "$31.18", "delivery": "FREE delivery Mon, Apr 7 for Prime members"},
{"title": "Bankers Box 12 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue", "asin": "B000FLZE7I", "price": "$36.81", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "uBoxes Moving Boxes 1 Room Economy Moving Kit UBOXES Brand - 15 Medium & Small Boxes & Moving Supplies, Brown", "asin": "B005HJ8ZSS", "price": "$49.98", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Holiday Shipping Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$13.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "AVIDITI Moving Boxes Large 12\"L x 8\"W x 6\"H, 25-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage", "asin": "B09BDKFXWF", "price": "$25.49", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "UBOXES Moving Boxes - Value Economy Kit #2 Qty: 30 Boxes & Moving Supplies, Corrugated, Model:Moving Boxes Kit", "asin": "B007PBK728", "price": "$79.90", "delivery": "FREE delivery Wed, Apr 9 for Prime members"},
{"title": "One BedRoom 18 Moving Boxes Basic Moving Kit: Boxes, Packing Supplies, & Tape.", "asin": "B005HJ8YUC", "price": "$58.65", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Bankers Box Tall Wardrobe Box 3 Pack, Tape-Free Design, 24-in x 24-in x 40-in (7710501)", "asin": "B0875L692H", "price": "$54.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Uboxes Medium Moving Boxes 18\"x14\"x12\" (Pack of 15)", "asin": "B07CSD7GMB", "price": "$39.78", "delivery": " Two-Day FREE delivery Fri, Apr 4"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T21:43:15.241Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T21:43:15.241Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T21:43:15.241Z\",\"action\": \"click\",\"acion_argument\": \"filter\",}</answer>",
"index": 2670,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T21:40:04.261Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T21:41:18.185Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:02.323Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-02T21:42:29.779Z\", \"action\": \"input\", \"action_argument\": \"moving bo\"}\n{\"timestamp\": \"2025-04-02T21:42:29.793Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-02T21:43:06.437Z\", \"action\": \"click\", \"action_argument\": \"filter\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"moving boxes\"}],\n\"cart_items\": [{\"title\": \"Furniture Repair Kit Wood Markers - Set of 13 - Markers and Wax Sticks with Sharpener Kit, for Stains, Scratches, Wood Floors, Tables, Desks, Carpenters, Bedposts, Touch Ups, and Cover Ups\", \"asin\": \"B07PHQCH4C\", \"price\": \"$9.98\", \"quantity\": \"1\"},\n{\"title\": \"Furniture Markers Touch Up - Wood Repair Kit Wood Marker for Scratch, Stain, 7 Natural Color Series Combination of Wood Pen - Maple Oak Walnut Bamboo Light Brown White Yellow Teak, 2 Color Wood Putty\", \"asin\": \"B0CGCLXG1B\", \"price\": \"$8.99\", \"quantity\": \"1\"},\n{\"title\": \"Wood Repair Kit, 12 Color Wood Fillers, Furniture Repair Kit, Repair Scratch, Cracks, Stains, Discoloration for Wood Furniture, Door, Cabinet, Floor, Table Surface Wood Touch up Filler Wood Paint\", \"asin\": \"B0D95ZZ2L3\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Columbia Men's PFG Uncharted Hoodie, Icy Morn Uncharted Waters, Small\", \"asin\": \"B0C63L1KV7\", \"price\": \"$34.50\", \"quantity\": \"1\"},\n{\"title\": \"APTRO Men's Swim Trunks 2 in 1 Bathing Suit 5 Inch Beach Swimwear with Compression Liner #386 M\", \"asin\": \"B0D7D3YCXQ\", \"price\": \"$28.99\", \"quantity\": \"1\"},\n{\"title\": \"GUITTO Guitar Stand Tripod Adjustable Classic A-Frame Stand Universal for Acoustic and Bass Electric Guitars Folding Floor Travel Stand Small Single Holder (GGS-01)\", \"asin\": \"B08DTH6M77\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"CAHAYA 41 In Acoustic Guitar Bag 0.35 In Thick Padding Water Resistent Dual Adjustable Shoulder Strap Guitar Case Gig Bag with Back Hanger Loop, Black CY0152\", \"asin\": \"B079FRVSPH\", \"price\": \"$29.99\", \"quantity\": \"1\"},\n{\"title\": \"wigmoa N-N8 Acoustic 39/40/41 Inch Guitar Gig Bag\\u3010+ 6 Pick\\u3011 0.3Inch Extra Thick Sponge Overly Padded, with Four Large Storage Pockets, Waterproof Guitar Case. (Black)\", \"asin\": \"B0D7GY8KVW\", \"price\": \"$34.98\", \"quantity\": \"1\"},\n{\"title\": \"Guitar Capo,TANMUS 3in1 Zinc Metal Capo for Acoustic and Electric Guitars (with Pick Holder and 4Picks),Ukulele,Mandolin,Banjo,Guitar Accessories\", \"asin\": \"B07PXYY3Y3\", \"price\": \"$8.49\", \"quantity\": \"1\"},\n{\"title\": \"KROSER Hardside Expandable Carry On Luggage with Spinner Wheels & Built-in TSA Lock, Durable Suitcase Rolling Luggage with USB Port, Carry-On 20-Inch, White\", \"asin\": \"B0C6DTTQWM\", \"price\": \"$79.99\", \"quantity\": \"1\"},\n{\"title\": \"Tommy Hilfiger Men's Flex Poplin Regular Long Sleeve Shirts\", \"asin\": \"B0D5NBS724\", \"price\": \"$46.19\", \"quantity\": \"1\"},\n{\"title\": \"The Seven Wonders of the Ancient World: An Extraordinary New Journey Through History's Greatest Treasures\", \"asin\": \"0593686152\", \"price\": \"$14.10\", \"quantity\": \"1\"},\n{\"title\": \"Philips Sonicare 4100 Rechargeable Electric Toothbrush, with Pressure Sensor, 2 Intensity Settings, SmarTimer and QuadPacer, 14-Day Battery Life, Black, Model HX3681/24\", \"asin\": \"B09LD7WRVS\", \"price\": \"$39.96\", \"quantity\": \"1\"},\n{\"title\": \"THE NORTH FACE Men's Carto Triclimate Waterproof Jacket, TNF Black-NPF, Medium\", \"asin\": \"B0CNBMCMP8\", \"price\": \"$300.00\", \"quantity\": \"1\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"On Writing: A Memoir of the Craft (A Memoir of the Craft (Reissue))\", \"asin\": \"1982159375\", \"price\": \"$10.91\", \"quantity\": \"1\"},\n{\"title\": \"EltaMD Foaming Facial Cleanser Face Wash, Gentle Foaming Face Wash and Makeup Remover, Oil Free , 7 oz Pump\", \"asin\": \"B004HLSZYQ\", \"price\": \"$35.00\", \"quantity\": \"1\"},\n{\"title\": \"Orgain X Justin's \\u00ae Organic Vegan Nut Butter Protein Powder, Chocolate Peanut Butter- 20g Plant Protein, 1g Sugar, Gluten Free, No Dairy, Soy Ingredients, or Artificial Flavors, 1.17 lb\", \"asin\": \"B0CZZFKDC7\", \"price\": \"$29.99\"}],\n\"promotion_items\": [{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies\", \"asin\": \"B0CYYSMZWT\", \"price\": \"$59.48\", \"quantity\": \"\"},\n{\"title\": \"VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)\", \"asin\": \"B08SJCJGBV\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"SGPAC Heavy Duty Mattress Bags for Moving and Storage,Extra Thick Queen Mattress Storage bag,Mattress Cover for Moving with Reinforced Handles and Zipper Closure to Prevent Rips,Made of New Material\", \"asin\": \"B08M98QJF3\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"quantity\": \"\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"VENO 10 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 10 Pack)\", \"asin\": \"B08SJCJGBV\", \"price\": \"$51.99\", \"quantity\": \"\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"quantity\": \"\"},\n{\"title\": \"VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)\", \"asin\": \"B0981V5PGK\", \"price\": \"$41.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\"},\n{\"title\": \"TICONN 4 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNHL9L\"},\n{\"title\": \"TICONN 8 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WN5LDG\"}],\n\"search_results\": [{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"VENO 8 Pack Moving Bags w/Backpack Straps, Heavy Duty, Moving Boxes Alternative, Packing Supplies, Large Storage Totes for Dorm Room Essentials with Zipper for Clothes (Blue, 8 Pack)\", \"asin\": \"B07J6625YY\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"VENO 8 Pack Moving Bags, Heavy Duty, Moving Boxes Alternative, Packing Storage Supplies for Dorm Room Essentials with Zipper for Clothes, Extra Large Totes for Packaging (Dark Gray, 8 Pack)\", \"asin\": \"B0981V5PGK\", \"price\": \"$41.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Cosy Family Extra Large Moving Bags with Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Moving Box, 4 Pack Heavy Duty (X-Large-Set of 4, Blue)\", \"asin\": \"B09Q1YBMB4\", \"price\": \"$16.14\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags, Moving Boxes, Sturdy & Durable Clothes Storage Bags Totes Bins with Strong Zipper & Comfortable Handles, Blue Packing Bags College Moving Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"BlissTotes Large Moving Boxes and Moving Supplies with Zippers & Handles with lids, Heavy Duty Totes for Storage Bags for Space Saving, Fold Flat, Moving and Storing 93L, 6 Pack\", \"asin\": \"B0B6HSLRTX\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Cardboard Moving Boxes, 20 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RVLG8Q3\", \"price\": \"$46.79\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"TICONN Extra Large Moving Bags with Zippers & Carrying Handles, 6 Pack, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$28.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Nordic Elk Mattress Bags for Moving and Storage (Queen) Heavy Duty Moving Supplies, 8 Sturdy Handles, Strong Zipper, Mattress Cover Queen Size Bed Bags, Storage Cover Essentials Packing Protector\", \"asin\": \"B07JG459R7\", \"price\": \"$29.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"BOX USA Moving Boxes Kit (22-Pack) Large 20x20x15 and Medium 18x14x12 Corrugated Cardboard Boxes for Shipping, Packing, Storage, Supplies\", \"asin\": \"B0CYYSMZWT\", \"price\": \"$59.48\", \"delivery\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$29.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"12 * 12 inch Packing Paper for Moving 100 Sheets Protecting Fragile China and Glasses,Small Wrapping Paper for Shipping and Moving Box Filler\", \"asin\": \"B0BX2BN5KQ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \\u2013 Durable - Eco-Friendly, Recyclable - Made in the USA\", \"asin\": \"B0DCL6KK6Y\", \"price\": \"$19.15\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"8 Pack Large Strong Moving Bags with Zippers & Carrying Handles - Water-Resistant - Heavy Duty Storage Tote for Space Saving, Fold Flat, Alternative to Moving Box (Semi-Transparent)\", \"asin\": \"B0BLKD3H7V\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"The Boxery Moving Boxes 10-Pack Medium | 18x14x12 inch Brown/Kraft Corrugated Cardboard Packing, Moving & Storage for Business/Home \\u2013 Durable - Eco-Friendly, Recyclable - Made in the USA\", \"asin\": \"B0DCL6KK6Y\", \"price\": \"$19.15\", \"delivery\": \"FREE delivery Wed, Apr 9\"},\n{\"title\": \"BOX USA 18x18x18 Corrugated Cardboard Double Wall Boxes with Handles Large, 18\\u201dL x 18\\u201dW x 18\\u201dH, Pack of 10 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01L9SL0KK\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Extra Large Heavy Duty Moving Bags W/Backpack Straps - Strong Handles & Zippers, Storage Totes For Space Saving, Fold Flat, Alternative to Box and Bin (Set of 6, Multicolor)\", \"asin\": \"B0BBVY7DNV\", \"price\": \"$21.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Moving Boxes Heavy Duty 93L Moving Bags with Strong Zippers and Handles Collapsible Moving Supplies, Storage Totes for Packing & Moving Storing, 8-Pack\", \"asin\": \"B0BN1CMGJ9\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Medium Moving Boxes with Handles Pack of 20 \\u2013 18\\\"x14\\\"x12\\\" \\u2013 Cheap Cheap Moving Boxes\", \"asin\": \"B00I0TJHDO\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"Heavy Duty Moving Bags with Backpack Straps and Strong Handles, Alternative to Moving Boxes and Storage Totes for Dorm Room Essentials, 6 Pack, Black\", \"asin\": \"B0CLCTD3WL\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Fab totes 6 Pack Clothes Storage, Foldable Thick Fabric Blanket Storage Bags, Storage Containers for Organizing Bedroom, Closet, Clothing, Comforter, Grey\", \"asin\": \"B092ZDHJMN\", \"price\": \"$20.56\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes, Extra Large 20\\\" x 20\\\" x 15\\\" (12 Pack), Corrugated Cardboard Box for Packing Packaging Storage Mailing, and Shipping for Office of Home, 32 ECT - Pack of 12\", \"asin\": \"B09BDJS635\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 6)\", \"asin\": \"B007PBKMKK\", \"price\": \"$31.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 20 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (8817202)\", \"asin\": \"B077FFRQQS\", \"price\": \"$64.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"1.88 in x 66.6 YDs Clear Heavy Duty Packing Tape with Dispenser, Strong & Durable Shipping Tape, Packaging Tape, Packing Tape Dispenser Gun for Packing Boxes, Moving Supplies, Shipping and Mailing\", \"asin\": \"B0CGZNL6PC\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"AVIDITI Corrugated Cardboard Box 9\\\"L x 7\\\"W x 5\\\"H (Pack of 25), Cardboard Boxes Perfect for Moving, Storing, Packing & Shipping, Ideal for Small & Medium Items, Storage, and Mailing\", \"asin\": \"B00BT5EOM0\", \"price\": \"$31.83\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"uBoxes Moving Bundles Medium Boxes 18\\\" x 14\\\" x 12\\\" - Medium Boxes (Pack of 15)\", \"asin\": \"B08WWPTBZ6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"StorageRight Moving Bags-Heavy Duty Moving Boxes, Storage Totes with Zipper, Reinforced Handles and Tag Pocket-Collapsible Moving Supplies for moving, Storage and Travel 93L(Blue-6 Pack)\", \"asin\": \"B0BM84G5NJ\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Uboxes Moving Boxes with Handles, 10 Premium Large, 18 x 18 x 24, Brown, BOXINDSLAR10\", \"asin\": \"B007PBKWDC\", \"price\": \"$45.00\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)\", \"asin\": \"B00KP37YW4\", \"price\": \"$38.69\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Amazon Basics Cardboard Moving Boxes in Small, Medium and Large Sizes (Assorted), Pack of 30, Brown\", \"asin\": \"B07RTKSHXN\", \"price\": \"$69.29\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"uBoxes Moving Boxes Bundle of 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B08ZFZ8TPR\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B07BKVN8S4\", \"price\": \"$69.99\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM\"},\n{\"title\": \"Amazon Basics Medium Moving Boxs with Lid and Handles, 19 x 14.5 x 15.5, Inches 10 Pack\", \"asin\": \"B07JH5Q1JF\", \"price\": \"$44.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Amazon Basics 20\\\" x 20\\\" x 34\\\" Wardrobe Clothing Moving Boxes with Bar, 3 Pack, Brown\", \"asin\": \"B07RR55KGW\", \"price\": \"$55.96\", \"delivery\": \"FREE delivery Apr 8 - 9 for Prime members\"},\n{\"title\": \"Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)\", \"asin\": \"B074JKK1G5\", \"price\": \"$36.81\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pack 12 Inch x 72 ft Total Bubble Packing Wrap for Moving Boxes Shipping Cushioning Supplies Perforated Every 12\\u201d\", \"asin\": \"B0B2FFTSR9\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"uBoxes Medium Moving Boxes 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B0934HY2V2\", \"price\": \"$46.69\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"uBoxes Moving Boxes Medium 18x14x12-Inches (Pack of 10) Professional Moving Box\", \"asin\": \"B00IZLJTL2\", \"price\": \"$26.52\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box Large Prime Moving Box 6 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 18-in x 18-in x 24-in (0062904)\", \"asin\": \"B0027CTFDM\", \"price\": \"$53.60\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Classic Moving Box 12 Pack Kit, Reinforced Handles, Tape-Free Assembly, Box with Lid, 8 Small and 4 Medium Boxes (7716401)\", \"asin\": \"B00KP37XYS\", \"price\": \"$45.58\", \"delivery\": \"FREE delivery Sun, Apr 6\"},\n{\"title\": \"Bankers Box Large - up to 55\\\" TV/Picture/Mirror - Moving Box 4 Pack, 48-in x 4-in x 33-in (7711301)\", \"asin\": \"B007XPBW3Y\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Extra Large Moving Boxes-Moving Bags with Zipper, Carrying Handles and Tag Pocket-Moving Supplies for Space Saving-Totes for Storage - for moving, Storage, Camping and Travel 93L-4 Pack\", \"asin\": \"B0BJVKGT69\", \"price\": \"$17.09\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Uboxes Moving Boxes 1 Room Bigger Moving Kit - 14 Boxes Plus Supplies & Tape, Brown Kraft\", \"asin\": \"B00INHEP26\", \"price\": \"$59.50\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Medium Moving Box 10 Pack, Pre-Printed for Labeling, 18.25-in x 15.25-in x 16.375-in (7713902)\", \"asin\": \"B00GMOOB3K\", \"price\": \"$46.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4 Only 1 left in stock - order soon.\"},\n{\"title\": \"HealSmart 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Dorm Room Essentials Storage Bags, Blue\", \"asin\": \"B0DC6BT348\", \"price\": \"$25.71\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3\"},\n{\"title\": \"Large Moving Boxes (6 Pack) 20x20x15-inches Packing Cardboard Box\", \"asin\": \"B00IZLJUK2\", \"price\": \"$31.18\", \"delivery\": \"FREE delivery Mon, Apr 7 for Prime members\"},\n{\"title\": \"Bankers Box 12 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B000FLZE7I\", \"price\": \"$36.81\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"uBoxes Moving Boxes 1 Room Economy Moving Kit UBOXES Brand - 15 Medium & Small Boxes & Moving Supplies, Brown\", \"asin\": \"B005HJ8ZSS\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Holiday Shipping Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$13.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 3 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"AVIDITI Moving Boxes Large 12\\\"L x 8\\\"W x 6\\\"H, 25-Pack | Corrugated Cardboard Box for Packing, Shipping and Storage\", \"asin\": \"B09BDKFXWF\", \"price\": \"$25.49\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"UBOXES Moving Boxes - Value Economy Kit #2 Qty: 30 Boxes & Moving Supplies, Corrugated, Model:Moving Boxes Kit\", \"asin\": \"B007PBK728\", \"price\": \"$79.90\", \"delivery\": \"FREE delivery Wed, Apr 9 for Prime members\"},\n{\"title\": \"One BedRoom 18 Moving Boxes Basic Moving Kit: Boxes, Packing Supplies, & Tape.\", \"asin\": \"B005HJ8YUC\", \"price\": \"$58.65\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Bankers Box Tall Wardrobe Box 3 Pack, Tape-Free Design, 24-in x 24-in x 40-in (7710501)\", \"asin\": \"B0875L692H\", \"price\": \"$54.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Uboxes Medium Moving Boxes 18\\\"x14\\\"x12\\\" (Pack of 15)\", \"asin\": \"B07CSD7GMB\", \"price\": \"$39.78\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T21:43:15.241Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner pad\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\\nSilicone\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution\", \"asin\": \"B0DPF9ZB1M\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)\", \"asin\": \"B09YTY6QSW\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow\", \"asin\": \"B0DXFL6KCN\", \"price\": \"$31.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types\", \"asin\": \"B0DNNBN63V\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women\", \"asin\": \"B08V4YFG9X\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count\", \"asin\": \"B0DMTJN3FN\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)\", \"asin\": \"B0B15KNCZM\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)\", \"asin\": \"B0777NG2DM\", \"price\": \"$8.59\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes\", \"asin\": \"B0C7R89BQ7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner\", \"asin\": \"B09YTYN8Z9\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)\", \"asin\": \"B0CLLK1MZJ\", \"price\": \"$3.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink\", \"asin\": \"B0D59XRSMN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes\", \"asin\": \"B0DPWZW8WW\", \"price\": \"$4.59\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon.\"},\n{\"title\": \"Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)\", \"asin\": \"B07ZBHJ1DH\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately\", \"asin\": \"B07PLBV634\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)\", \"asin\": \"B0D3D4WB9Z\", \"price\": \"$6.39\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.\", \"asin\": \"B0DR61YR5L\", \"price\": \"$4.48\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink\", \"asin\": \"B0D5CTP9RH\", \"price\": \"$4.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sigma Switch by Sigma Beauty \\u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)\", \"asin\": \"B0BFKD6B7S\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)\", \"asin\": \"B0DFVHX2BN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)\", \"asin\": \"B0D793JNKV\", \"price\": \"$4.35\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Swisspers Premium Cotton Rounds \\u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free\", \"asin\": \"B091D7T4N8\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)\", \"asin\": \"B08TWN5ZVC\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool\", \"asin\": \"B0CN2HR5MJ\", \"price\": \"$2.79\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)\", \"asin\": \"B06W2PLBYP\", \"price\": \"$5.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count\", \"asin\": \"B0C74SQRYP\", \"price\": \"$26.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag\", \"asin\": \"B07QN5NFYP\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow\", \"asin\": \"B0D9VPNL6C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count\", \"asin\": \"B08P41JQF4\", \"price\": \"$15.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count\", \"asin\": \"B08MSV1B7Q\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)\", \"asin\": \"B0CJF2B58S\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean\", \"asin\": \"B0D4Q5T5Y3\", \"price\": \"$4.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber\", \"asin\": \"B0DCZL5FZ5\", \"price\": \"$5.88\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Sigma Beauty Makeup Brush Cleaner Mat \\u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)\", \"asin\": \"B0845LZ8KD\", \"price\": \"$36.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink\", \"asin\": \"B07F3HQGYF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color\", \"asin\": \"B07G17DM1N\", \"price\": \"$9.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes\", \"asin\": \"B0D46YF719\", \"price\": \"$6.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:21:34.775Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:21:34.775Z
|
click
|
search
|
rule
|
train
| 2,671 |
2025-04-02T17:21:34.775Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|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": "makeup cleaner pad"}],
"cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"},
{"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"},
{"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"},
{"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"},
{"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"},
{"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"},
{"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}],
"promotion_items": [{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""},
{"title": "2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\nSilicone", "asin": "B0BY2R9NSZ", "price": "$3.95", "quantity": ""},
{"title": "Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution", "asin": "B0DPF9ZB1M", "price": "$9.99", "quantity": ""},
{"title": "Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)", "asin": "B09YTY6QSW", "price": "$3.99", "quantity": ""},
{"title": "Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)", "asin": "B0C8MC51JK", "price": "$4.99", "quantity": ""},
{"title": "Beautyblender\u00ae | Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""},
{"title": "Beautyblender\u00ae | Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""},
{"title": "Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\n1.7 Fl Oz (Pack of 1)", "asin": "B09NY6L8GZ", "price": "$12.00", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""},
{"title": "Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow", "asin": "B0DXFL6KCN", "price": "$31.98", "quantity": ""}],
"ads": [{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4"}],
"search_results": [{"title": "Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)", "asin": "B0DCSZYN6K", "price": "$5.45", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types", "asin": "B0DNNBN63V", "price": "$15.95", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women", "asin": "B08V4YFG9X", "price": "$6.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count", "asin": "B0DMTJN3FN", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "MINTHE\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)", "asin": "B0B15KNCZM", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)", "asin": "B0777NG2DM", "price": "$8.59", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)", "asin": "B0DNYKRVDJ", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes", "asin": "B0C7R89BQ7", "price": "$5.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner", "asin": "B09YTYN8Z9", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clean Skin Club Clean\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover", "asin": "B0B3NHT4J8", "price": "$7.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser", "asin": "B09NY6L8GZ", "price": "$12.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)", "asin": "B0BY2R9NSZ", "price": "$3.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count", "asin": "B08MSGRRXR", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)", "asin": "B0C8MC51JK", "price": "$4.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)", "asin": "B0DCSZYN6K", "price": "$5.45", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)", "asin": "B0CLLK1MZJ", "price": "$3.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink", "asin": "B0D59XRSMN", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes", "asin": "B0DPWZW8WW", "price": "$4.59", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon."},
{"title": "Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)", "asin": "B07ZBHJ1DH", "price": "$8.98", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Clean Skin Club Clean\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover", "asin": "B0B3NHT4J8", "price": "$7.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately", "asin": "B07PLBV634", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)", "asin": "B0D3D4WB9Z", "price": "$6.39", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.", "asin": "B0DR61YR5L", "price": "$4.48", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink", "asin": "B0D5CTP9RH", "price": "$4.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sigma Switch by Sigma Beauty \u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)", "asin": "B0BFKD6B7S", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)", "asin": "B0DFVHX2BN", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)", "asin": "B0D793JNKV", "price": "$4.35", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Swisspers Premium Cotton Rounds \u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free", "asin": "B091D7T4N8", "price": "$6.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)", "asin": "B08TWN5ZVC", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool", "asin": "B0CN2HR5MJ", "price": "$2.79", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)", "asin": "B06W2PLBYP", "price": "$5.19", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count", "asin": "B0C74SQRYP", "price": "$26.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag", "asin": "B07QN5NFYP", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow", "asin": "B0D9VPNL6C", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count", "asin": "B08P41JQF4", "price": "$15.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count", "asin": "B08MSV1B7Q", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)", "asin": "B0CJF2B58S", "price": "$13.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean", "asin": "B0D4Q5T5Y3", "price": "$4.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber", "asin": "B0DCZL5FZ5", "price": "$5.88", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Sigma Beauty Makeup Brush Cleaner Mat \u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)", "asin": "B0845LZ8KD", "price": "$36.96", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink", "asin": "B07F3HQGYF", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color", "asin": "B07G17DM1N", "price": "$9.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes", "asin": "B0D46YF719", "price": "$6.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:21:34.775Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:21:34.775Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:21:34.775Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2671,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner pad\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\\nSilicone\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution\", \"asin\": \"B0DPF9ZB1M\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)\", \"asin\": \"B09YTY6QSW\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow\", \"asin\": \"B0DXFL6KCN\", \"price\": \"$31.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types\", \"asin\": \"B0DNNBN63V\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women\", \"asin\": \"B08V4YFG9X\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count\", \"asin\": \"B0DMTJN3FN\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)\", \"asin\": \"B0B15KNCZM\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)\", \"asin\": \"B0777NG2DM\", \"price\": \"$8.59\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes\", \"asin\": \"B0C7R89BQ7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner\", \"asin\": \"B09YTYN8Z9\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)\", \"asin\": \"B0CLLK1MZJ\", \"price\": \"$3.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink\", \"asin\": \"B0D59XRSMN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes\", \"asin\": \"B0DPWZW8WW\", \"price\": \"$4.59\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon.\"},\n{\"title\": \"Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)\", \"asin\": \"B07ZBHJ1DH\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately\", \"asin\": \"B07PLBV634\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)\", \"asin\": \"B0D3D4WB9Z\", \"price\": \"$6.39\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.\", \"asin\": \"B0DR61YR5L\", \"price\": \"$4.48\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink\", \"asin\": \"B0D5CTP9RH\", \"price\": \"$4.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sigma Switch by Sigma Beauty \\u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)\", \"asin\": \"B0BFKD6B7S\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)\", \"asin\": \"B0DFVHX2BN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)\", \"asin\": \"B0D793JNKV\", \"price\": \"$4.35\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Swisspers Premium Cotton Rounds \\u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free\", \"asin\": \"B091D7T4N8\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)\", \"asin\": \"B08TWN5ZVC\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool\", \"asin\": \"B0CN2HR5MJ\", \"price\": \"$2.79\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)\", \"asin\": \"B06W2PLBYP\", \"price\": \"$5.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count\", \"asin\": \"B0C74SQRYP\", \"price\": \"$26.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag\", \"asin\": \"B07QN5NFYP\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow\", \"asin\": \"B0D9VPNL6C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count\", \"asin\": \"B08P41JQF4\", \"price\": \"$15.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count\", \"asin\": \"B08MSV1B7Q\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)\", \"asin\": \"B0CJF2B58S\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean\", \"asin\": \"B0D4Q5T5Y3\", \"price\": \"$4.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber\", \"asin\": \"B0DCZL5FZ5\", \"price\": \"$5.88\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Sigma Beauty Makeup Brush Cleaner Mat \\u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)\", \"asin\": \"B0845LZ8KD\", \"price\": \"$36.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink\", \"asin\": \"B07F3HQGYF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color\", \"asin\": \"B07G17DM1N\", \"price\": \"$9.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes\", \"asin\": \"B0D46YF719\", \"price\": \"$6.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:21:34.775Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner pad\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\\nSilicone\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution\", \"asin\": \"B0DPF9ZB1M\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)\", \"asin\": \"B09YTY6QSW\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow\", \"asin\": \"B0DXFL6KCN\", \"price\": \"$31.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types\", \"asin\": \"B0DNNBN63V\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women\", \"asin\": \"B08V4YFG9X\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count\", \"asin\": \"B0DMTJN3FN\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)\", \"asin\": \"B0B15KNCZM\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)\", \"asin\": \"B0777NG2DM\", \"price\": \"$8.59\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes\", \"asin\": \"B0C7R89BQ7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner\", \"asin\": \"B09YTYN8Z9\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)\", \"asin\": \"B0CLLK1MZJ\", \"price\": \"$3.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink\", \"asin\": \"B0D59XRSMN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes\", \"asin\": \"B0DPWZW8WW\", \"price\": \"$4.59\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon.\"},\n{\"title\": \"Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)\", \"asin\": \"B07ZBHJ1DH\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately\", \"asin\": \"B07PLBV634\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)\", \"asin\": \"B0D3D4WB9Z\", \"price\": \"$6.39\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.\", \"asin\": \"B0DR61YR5L\", \"price\": \"$4.48\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink\", \"asin\": \"B0D5CTP9RH\", \"price\": \"$4.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sigma Switch by Sigma Beauty \\u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)\", \"asin\": \"B0BFKD6B7S\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)\", \"asin\": \"B0DFVHX2BN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)\", \"asin\": \"B0D793JNKV\", \"price\": \"$4.35\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Swisspers Premium Cotton Rounds \\u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free\", \"asin\": \"B091D7T4N8\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)\", \"asin\": \"B08TWN5ZVC\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool\", \"asin\": \"B0CN2HR5MJ\", \"price\": \"$2.79\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)\", \"asin\": \"B06W2PLBYP\", \"price\": \"$5.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count\", \"asin\": \"B0C74SQRYP\", \"price\": \"$26.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag\", \"asin\": \"B07QN5NFYP\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow\", \"asin\": \"B0D9VPNL6C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count\", \"asin\": \"B08P41JQF4\", \"price\": \"$15.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count\", \"asin\": \"B08MSV1B7Q\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)\", \"asin\": \"B0CJF2B58S\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean\", \"asin\": \"B0D4Q5T5Y3\", \"price\": \"$4.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber\", \"asin\": \"B0DCZL5FZ5\", \"price\": \"$5.88\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Sigma Beauty Makeup Brush Cleaner Mat \\u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)\", \"asin\": \"B0845LZ8KD\", \"price\": \"$36.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink\", \"asin\": \"B07F3HQGYF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color\", \"asin\": \"B07G17DM1N\", \"price\": \"$9.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes\", \"asin\": \"B0D46YF719\", \"price\": \"$6.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:21:41.838Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:21:41.838Z
|
input
|
makeup cleaner
|
rule
|
train
| 2,672 |
2025-04-02T17:21:41.838Z
|
input
|
makeup cleaner
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "makeup cleaner pad"}],
"cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"},
{"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"},
{"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"},
{"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"},
{"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"},
{"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"},
{"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}],
"promotion_items": [{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""},
{"title": "2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\nSilicone", "asin": "B0BY2R9NSZ", "price": "$3.95", "quantity": ""},
{"title": "Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution", "asin": "B0DPF9ZB1M", "price": "$9.99", "quantity": ""},
{"title": "Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)", "asin": "B09YTY6QSW", "price": "$3.99", "quantity": ""},
{"title": "Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)", "asin": "B0C8MC51JK", "price": "$4.99", "quantity": ""},
{"title": "Beautyblender\u00ae | Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""},
{"title": "Beautyblender\u00ae | Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""},
{"title": "Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\n1.7 Fl Oz (Pack of 1)", "asin": "B09NY6L8GZ", "price": "$12.00", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""},
{"title": "Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow", "asin": "B0DXFL6KCN", "price": "$31.98", "quantity": ""}],
"ads": [{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4"}],
"search_results": [{"title": "Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)", "asin": "B0DCSZYN6K", "price": "$5.45", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types", "asin": "B0DNNBN63V", "price": "$15.95", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women", "asin": "B08V4YFG9X", "price": "$6.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count", "asin": "B0DMTJN3FN", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "MINTHE\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)", "asin": "B0B15KNCZM", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)", "asin": "B0777NG2DM", "price": "$8.59", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)", "asin": "B0DNYKRVDJ", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes", "asin": "B0C7R89BQ7", "price": "$5.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner", "asin": "B09YTYN8Z9", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clean Skin Club Clean\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover", "asin": "B0B3NHT4J8", "price": "$7.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser", "asin": "B09NY6L8GZ", "price": "$12.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)", "asin": "B0BY2R9NSZ", "price": "$3.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count", "asin": "B08MSGRRXR", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)", "asin": "B0C8MC51JK", "price": "$4.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)", "asin": "B0DCSZYN6K", "price": "$5.45", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count", "asin": "B09542G9ZN", "price": "$2.96", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)", "asin": "B0CLLK1MZJ", "price": "$3.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink", "asin": "B0D59XRSMN", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes", "asin": "B0DPWZW8WW", "price": "$4.59", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon."},
{"title": "Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)", "asin": "B07ZBHJ1DH", "price": "$8.98", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Clean Skin Club Clean\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover", "asin": "B0B3NHT4J8", "price": "$7.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately", "asin": "B07PLBV634", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)", "asin": "B0D3D4WB9Z", "price": "$6.39", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.", "asin": "B0DR61YR5L", "price": "$4.48", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink", "asin": "B0D5CTP9RH", "price": "$4.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sigma Switch by Sigma Beauty \u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)", "asin": "B0BFKD6B7S", "price": "$20.00", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)", "asin": "B0DFVHX2BN", "price": "$3.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)", "asin": "B0D793JNKV", "price": "$4.35", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Swisspers Premium Cotton Rounds \u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free", "asin": "B091D7T4N8", "price": "$6.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)", "asin": "B08TWN5ZVC", "price": "$6.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool", "asin": "B0CN2HR5MJ", "price": "$2.79", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)", "asin": "B06W2PLBYP", "price": "$5.19", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count", "asin": "B0C74SQRYP", "price": "$26.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag", "asin": "B07QN5NFYP", "price": "$9.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow", "asin": "B0D9VPNL6C", "price": "$5.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count", "asin": "B08P41JQF4", "price": "$15.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count", "asin": "B08MSV1B7Q", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)", "asin": "B0CJF2B58S", "price": "$13.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean", "asin": "B0D4Q5T5Y3", "price": "$4.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber", "asin": "B0DCZL5FZ5", "price": "$5.88", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Sigma Beauty Makeup Brush Cleaner Mat \u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)", "asin": "B0845LZ8KD", "price": "$36.96", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink", "asin": "B07F3HQGYF", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color", "asin": "B07G17DM1N", "price": "$9.70", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes", "asin": "B0D46YF719", "price": "$6.29", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:21:41.838Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:21:41.838Z\",\"action\": \"input\",\"acion_argument\": \"makeup cleaner\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:21:41.838Z\",\"action\": \"input\",\"acion_argument\": \"makeup cleaner\",}</answer>",
"index": 2672,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner pad\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\\nSilicone\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine,Automatic Makeup Brush Cleaner,Brushly Pro Cosmetic Makeup Brush Cleaner for All Types of Makeup Brushes,Makeup Brush Cleaning Solution\", \"asin\": \"B0DPF9ZB1M\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Makeup Brush Cleaner Mat Silicone Brush Cleaning Mat Big Size Make Up Brush Clean Pad with Suction Cup for Makeup Brush Cleaning (Pink)\", \"asin\": \"B09YTY6QSW\", \"price\": \"$3.99\", \"quantity\": \"\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\\n1.7 Fl Oz (Pack of 1)\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Electric Makeup Brush Cleaner Machine with Makeup Brush Dryer and Silicone Makeup Brush Cleaner Mat, Automatic USB Cosmetic Brushes Cleaner Tool for All Beauty Makeup Brush Set, Contour, Eyeshadow\", \"asin\": \"B0DXFL6KCN\", \"price\": \"$31.98\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Reusable Makeup Remover pad 30 Pack, Washable eco-Friendly Cotton Laundry Bag, Reusable face Makeup Remover pad, Cotton pad for All Skin Types\", \"asin\": \"B0DNNBN63V\", \"price\": \"$15.95\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cloths 4 Count: Microfiber Reusable Fast Drying Washcloth, Face Towels for Women\", \"asin\": \"B08V4YFG9X\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad, Brush Cleaner Mat For Deep Cleaning Tools, Use With Makeup Brush Shampoo, 100% Silicone, Easy To Clean, Features Suction Cup For Easy Usage, Cruelty-Free, 1 Count\", \"asin\": \"B0DMTJN3FN\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat, Silicone Makeup Brush Scrubber, Makeup Brush Cleaner Pad, Cosmetic Brush Cleaner, Brush Cleaning Pad, Suitable for Makeup Brush, Makeup Sponge, Powder Puff (Pink)\", \"asin\": \"B0B15KNCZM\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cliganic Premium Cotton Rounds for Face (300 Count) - Makeup Remover Pads, Hypoallergenic, Lint-Free | 100% Pure Cotton (Packaging May Vary)\", \"asin\": \"B0777NG2DM\", \"price\": \"$8.59\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Makeup Brush Cleaner Mats, Cosmetic Cleaning Pads, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes\", \"asin\": \"B0C7R89BQ7\", \"price\": \"$5.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat, Silicone, Big Size, Green, Cleaning Pad with Suction Cup, Make Up Brush Cleaner\", \"asin\": \"B09YTYN8Z9\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sulwhasoo Gentle Cleansing Foam - Korean Face Wash for All Skin Types, Moisturizes & Rejuvenates, Removes Dirt & Impurities, Softens Skin, Hydrating Cleanser\", \"asin\": \"B09NY6L8GZ\", \"price\": \"$12.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pieces Silicone Makeup Brush Cleaner, YalsFTY Cosmetic Brush Scrubber Mat Pad Cleaning Tool, Dual-Sided Functionality to Accommodate All types of Brushes, Powder Puffs and Sponges (Green & Pink)\", \"asin\": \"B0BY2R9NSZ\", \"price\": \"$3.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Silicon Makeup Brush Cleaning Mat Makeup Brush Cleaner Pad Cosmetic Brush Cleaning Mat Portable Washing Tool Scrubber with Suction Cup (pink)\", \"asin\": \"B0C8MC51JK\", \"price\": \"$4.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Makeup Brush Cleaner Pad with Suction Cup, 8 Textures, Stable, Makeup Brush Cleaning Mat (Pink)\", \"asin\": \"B0DCSZYN6K\", \"price\": \"$5.45\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Hypoallergenic 100% Cotton Rounds, 100 Count\", \"asin\": \"B09542G9ZN\", \"price\": \"$2.96\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Makeup Brush Cleaning Mat, Silicone Makeup Brush Cleaner with Back Suction Cups(Green and Pink)\", \"asin\": \"B0CLLK1MZJ\", \"price\": \"$3.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-green/pink\", \"asin\": \"B0D59XRSMN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Piece Make Up Brush Cleaner Mat, Wsimily Silicone Makeup Brush Cleaning Mat Make Up Brush Cleaner Pad with Suction Cups Cosmetic Cleaning Pads Portable Washing Tool for Cleaning Makeup Brushes\", \"asin\": \"B0DPWZW8WW\", \"price\": \"$4.59\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Only 7 left in stock - order soon.\"},\n{\"title\": \"Silicon Makeup Brush Cleaner Mat with Brush Drying manual Make up brush cleaner cleanser machine Cosmetic Brush Cleaning Pad+Makeup Brush Dry Cleaned Quick Color Removal Sponge Scrubber Tool(Green)\", \"asin\": \"B07ZBHJ1DH\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Clean Skin Club Clean\\u00b2 Pads 2.0 [NEW & IMPROVED EDGES] Guaranteed Not to Shed & Tear Face Pads, Unique Triple Layers, Textured & Ultra Soft Side, Organic Disposable Cotton, Pair with Makeup Remover\", \"asin\": \"B0B3NHT4J8\", \"price\": \"$7.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"TailaiMei 2 Pack Color Removal Cleaner Sponge, Quickly & Easily Clean Makeup Brushes Powder Without Water or Chemical Solutions Eliminating Drying Time - Switch Eyeshadow Colored Immediately\", \"asin\": \"B07PLBV634\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brushes Cleaner Mat with Brush Storage Holder, Folding Portable Washing Tool for Makeup Brush Cleaning, 2 In 1 Silicone Brush Cleaner Pad & Cosmetic Brush Organizer Rack (Purple)\", \"asin\": \"B0D3D4WB9Z\", \"price\": \"$6.39\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Makeup Brush Cleaning Mat - Makeup Brush Cleaner Mats.Cosmetic Cleaning Pads with Suction Cup, Portable Washing Tool for All Makeup Cosmetic Brushes. Keep Brushes Clean Easily.\", \"asin\": \"B0DR61YR5L\", \"price\": \"$4.48\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"2 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Cleaning Pads,Makeup Brush Cleaner Mats, Portable Washing Tool with Suction Cup for Makeup Cosmetic Brushes-red/pink\", \"asin\": \"B0D5CTP9RH\", \"price\": \"$4.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sigma Switch by Sigma Beauty \\u2013 Silicone Makeup Brush Cleaner for Switching Shades and Pigments, Switch Cleaning Mat for Superior Makeup Brush Cleaning Mid-Application (Travel Size)\", \"asin\": \"B0BFKD6B7S\", \"price\": \"$20.00\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Silicone Make Up Brush Cleaner Pad, 4 in 1 Textured Makeup Brush Cleaner Mat, Foldable and Portable Cleaning Tool for Brushes, Sponges (Pink)\", \"asin\": \"B0DFVHX2BN\", \"price\": \"$3.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Silicone Makeup Brush Cleaning Mats with Suction Cups, Set of 2, Portable for Travel, Makeup Brush Cleaner Pads, For All Brush Types (Pink and Blue)\", \"asin\": \"B0D793JNKV\", \"price\": \"$4.35\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Swisspers Premium Cotton Rounds \\u2013 100 Count (Pack of 3) - 100% Pure Cotton - Soft, Absorbent, Hypoallergenic Pads for Makeup Removal, Skincare, Baby Care and Facial Cleansing - Lint Free\", \"asin\": \"B091D7T4N8\", \"price\": \"$6.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaning Mat with Drying Holder for Sink-Silicone Washing Cosmetic Brush Cleaner Pad (Orange)\", \"asin\": \"B08TWN5ZVC\", \"price\": \"$6.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Mat with Brush Drying Holder, Portable Silicone Makeup Brush Cleaner Pad, Dry Brush Color Switch And Wet Cleaning Quick Color Removal Sponge Scrubber Tool\", \"asin\": \"B0CN2HR5MJ\", \"price\": \"$2.79\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Brush Cleaner Glove Mat Mitt Silicone Cosmetic Cleaning Scrubber Tool Face Brushes and Eye Brush Washing Pad Pink (Rose Red)\", \"asin\": \"B06W2PLBYP\", \"price\": \"$5.19\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"MAREE Glycolic Acid Pads - Toner Pads for Face Cleansing - Tea Tree Oil, Salicylic Acid & Vitamins E, B3, B5 - Facial Peel & Radiance Deep Cleaning Effect - 50 Count\", \"asin\": \"B0C74SQRYP\", \"price\": \"$26.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Ogato Reusable Makeup Remover Pads - 6pc Reusable Face Pads, Makeup Eraser for All Skin Types - Washable Microfiber Cloths - With Free Laundry Bag\", \"asin\": \"B07QN5NFYP\", \"price\": \"$9.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner,Silicone Makeup Brush Cleaner Mat,Petal Makeup Brush Cleaner and Holder Bowl,Stylish Cosmetic Brush Cleaner Pad Bowl for Makeup Brush and Drawing Tool,2 PCS-Pink,Yellow\", \"asin\": \"B0D9VPNL6C\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Paula's Choice Reusable Makeup Remover Pads, Eco-Friendly Cotton & Bamboo Rounds for Toner & Exfoliants, Includes Washable Bag for Laundry & Storage, 10 Count\", \"asin\": \"B08P41JQF4\", \"price\": \"$15.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Longwear & Waterproof, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 count\", \"asin\": \"B08MSV1B7Q\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Brush Cleaning Mat with Brush Drying Holder, Silicone Makeup Brush Cleaner Mat Make Up Brush Cleaning Bowl Cosmetic Brush Washing Tool for Makeup Brush, Sponge, Powder Puff (Purple)\", \"asin\": \"B0CJF2B58S\", \"price\": \"$13.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sibba Makeup Brush Cleaner Mat 2 PCS Silicone Cleaning Sponge Bowl Make Up Pad Cleanser Paint Brushes Tools Solution Shampoo Erasers Washing Scrubber Removes Cosmetic Cup Washer Drying Rack Clean\", \"asin\": \"B0D4Q5T5Y3\", \"price\": \"$4.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"3 Pcs Silicone Make Up Brush Cleaning Mat, Cosmetic Brush Cleaning Pads Makeup Brush Cleaner with Back Suction Cups Portable Washing Tool Scrubber\", \"asin\": \"B0DCZL5FZ5\", \"price\": \"$5.88\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Sigma Beauty Makeup Brush Cleaner Mat \\u2013 Sigma Spa Express Silicone Makeup Brush Cleaning Mat with Suction Cups for Cleaning Makeup Brushes, Compact Design Fit for Any Travel Makeup Kit (Black)\", \"asin\": \"B0845LZ8KD\", \"price\": \"$36.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaning Mat & Makeup Brush Drying Rack, Diolan 28 Holes Makeup Brush Holder, Silicone Rubber Clover Shaped Mat Cleaner - Black & Pink\", \"asin\": \"B07F3HQGYF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"2 Pack Cleaner Sponge, Dry Makeup Brushes Cleaner Eye Shadow or Blush Color Removal Quickly Switch to Next Color\", \"asin\": \"B07G17DM1N\", \"price\": \"$9.70\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Docolor Silicone Makeup Brush Cleaner Mat Shell shape make up brush cleaner pad Big Size, Makeup Brush Cleaning Mat, Brushes Cleaning Tool, Portable Washing Tool for Makeup Cosmetic Brushes\", \"asin\": \"B0D46YF719\", \"price\": \"$6.29\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:21:41.838Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Original Pink Beauty Blender Makeup Sponge, Super-Soft Foam Easily Blends Foundations, Powders & Creams, Made in USA, Reusable, Washable, Streak Free Application, Vegan, Cruelty Free\\nDry Skin Type1 Count (Pack of 1)\", \"asin\": \"B07VBNQ367\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Curology Micellar Water Makeup Remover, Waterproof Eye and Face Make Up Cleansing Water, Gentle and Hydrating, Silky Gel-Water Concentrate, 8.5 fl oz.\\\" Rated 4.2 out of 5 stars by 261 reviews. Eligible for Prime.\", \"asin\": \"B0CJ92RPT2\"}],\n\"search_results\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Real Techniques Miracle Brush Cleansing Palette, Makeup Brush Cleaner For Deep Cleaning, Use With Makeup Brush Shampoo, Silicone Ridges & Easy Grip, Includes Cleansing Gel, Cruelty-Free, 3 Count\", \"asin\": \"B07V3N7LQF\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 17 - 28 for Prime members\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:15.363Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:22:15.363Z
|
click_product
|
B00U2VQZDS
|
rule
|
train
| 2,673 |
2025-04-02T17:22:15.363Z
|
click_product
|
B00U2VQZDS
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "makeup cleaner"}],
"cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"},
{"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"},
{"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"},
{"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"},
{"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"},
{"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"},
{"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}],
"promotion_items": [{"title": "EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1S4WCZL", "price": "$14.86", "quantity": ""},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B08MJZYW8P", "price": "$69.00", "quantity": ""},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\n3 Piece Set", "asin": "B0912XYZCZ", "price": "$9.98", "quantity": ""},
{"title": "EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1SJ2V43", "price": "$19.99", "quantity": ""},
{"title": "Beautyblender\u00ae | Original Pink Beauty Blender Makeup Sponge, Super-Soft Foam Easily Blends Foundations, Powders & Creams, Made in USA, Reusable, Washable, Streak Free Application, Vegan, Cruelty Free\nDry Skin Type1 Count (Pack of 1)", "asin": "B07VBNQ367", "price": "$17.00", "quantity": ""},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "quantity": ""},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Beautyblender\u00ae | Blendercleanser\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\nAll Skin Type1 Count (Pack of 1)", "asin": "B09CPBSL94", "price": "$15.30", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Curology Micellar Water Makeup Remover, Waterproof Eye and Face Make Up Cleansing Water, Gentle and Hydrating, Silky Gel-Water Concentrate, 8.5 fl oz.\" Rated 4.2 out of 5 stars by 261 reviews. Eligible for Prime.", "asin": "B0CJ92RPT2"}],
"search_results": [{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed", "asin": "B0DNZTH62T", "price": "$7.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B01EKKATEC", "price": "$34.00", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGABI", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B0036SFTK4", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free", "asin": "B07GBZTC9S", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B06XFQYPQM", "price": "$28.00", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Real Techniques Miracle Brush Cleansing Palette, Makeup Brush Cleaner For Deep Cleaning, Use With Makeup Brush Shampoo, Silicone Ridges & Easy Grip, Includes Cleansing Gel, Cruelty-Free, 3 Count", "asin": "B07V3N7LQF", "price": "$6.99", "delivery": "FREE delivery Apr 17 - 28 for Prime members"},
{"title": "Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)", "asin": "B0DNYKRVDJ", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes", "asin": "B0DPWWNDHN", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)", "asin": "B07GDH5XKF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush", "asin": "B0DNZYB92W", "price": "$30.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)", "asin": "B0DHWZDR8Z", "price": "$21.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)", "asin": "B0DY65BP1C", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGAXQ", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)", "asin": "B0BN2PX8V3", "price": "$17.69", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "MINTHE\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon", "asin": "B09X68966C", "price": "$48.00", "delivery": "FREE delivery Apr 16 - 23 for Prime members"},
{"title": "Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare", "asin": "B018A0BO92", "price": "$39.00", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz", "asin": "B08Q3CQM7X", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "beautyblender\u00ae | Blendercleanser\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz", "asin": "B018W8QN2A", "price": "$20.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce", "asin": "B01M31HY3S", "price": "$12.47", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\uff0cAutomatic Electric Makeup Brush Cleaner\uff0cFast & Efficient Cleaner for Brushes (black)", "asin": "B0DNJCRD3M", "price": "$13.99", "delivery": "FREE delivery Apr 15 - 28 Only 10 left in stock - order soon."},
{"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)", "asin": "B083HPKZGX", "price": "$27.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle", "asin": "B0CLYWP6D9", "price": "$6.73", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges", "asin": "B0DPWW4J2M", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)", "asin": "B0DQNM7HB8"},
{"title": "e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts", "asin": "B0DRV91Y2T", "price": "$16.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B007ROGQ3C", "price": "$13.49", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4", "price": "$46.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes", "asin": "B0CYC5MCXZ", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush", "asin": "B0D4LLQGF1", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Automatic Electric Makeup Brush Cleaner\uff0cElectric Makeup Brush Cleaner (s)", "asin": "B0F2FB5855", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B078WPCDV1", "price": "$17.94", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes", "asin": "B0855DXKL8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools", "asin": "B083LX58T8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials", "asin": "B0CCJYV4FP", "price": "$6.99", "delivery": "FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7"},
{"title": "Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women", "asin": "B0DRDGWF5G", "price": "$22.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:22:15.363Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:22:15.363Z\",\"action\": \"click_product\",\"acion_argument\": \"B00U2VQZDS\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:22:15.363Z\",\"action\": \"click_product\",\"acion_argument\": \"B00U2VQZDS\",}</answer>",
"index": 2673,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Original Pink Beauty Blender Makeup Sponge, Super-Soft Foam Easily Blends Foundations, Powders & Creams, Made in USA, Reusable, Washable, Streak Free Application, Vegan, Cruelty Free\\nDry Skin Type1 Count (Pack of 1)\", \"asin\": \"B07VBNQ367\", \"price\": \"$17.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Beautyblender\\u00ae | Blendercleanser\\u00ae Solid Unscented Makeup Sponge & Brush Cleanser + Silicone Scrub Mat | Professional Cleansing Tool, Makeup Sponge Cleaner, Vegan & Cruelty Free, Made in USA\\nAll Skin Type1 Count (Pack of 1)\", \"asin\": \"B09CPBSL94\", \"price\": \"$15.30\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Curology Micellar Water Makeup Remover, Waterproof Eye and Face Make Up Cleansing Water, Gentle and Hydrating, Silky Gel-Water Concentrate, 8.5 fl oz.\\\" Rated 4.2 out of 5 stars by 261 reviews. Eligible for Prime.\", \"asin\": \"B0CJ92RPT2\"}],\n\"search_results\": [{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Real Techniques Miracle Brush Cleansing Palette, Makeup Brush Cleaner For Deep Cleaning, Use With Makeup Brush Shampoo, Silicone Ridges & Easy Grip, Includes Cleansing Gel, Cruelty-Free, 3 Count\", \"asin\": \"B07V3N7LQF\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 17 - 28 for Prime members\"},\n{\"title\": \"Efficient Electric Makeup Brush Cleaner Machine, Automatic Makeup Brush Cleaner for 3-4 Brushes at a Time, 7000 RPM Ensures Thorough Cleaning, Includes Silicone Pad (Black)\", \"asin\": \"B0DNYKRVDJ\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:15.363Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"product_details\": [{\"asin\": \"B00U2VQZDS\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\"},\n{\"price\": \"$9.79\"},\n{\"bullet_list\": \"Twin Pack with 25 count of ultra-soft, pre-moistened Neutrogena Makeup Remover Wipes with a micellar-infused triple emollient formula remove waterproof makeup and cleanses skin while leaving it feeling refreshed, soft, smooth and conditioned Makeup remover face cleansing towelettes work to dissolve all traces of dirt, remove bacteria, impurities, oil and makeup on skin while also removing pollution, sweat and sunscreen, for superior cleansing and makeup removing power at your fingertips Facial cleansing wet wipes are ophthalmologist-, dermatologist-, and allergy-tested and gentle around the eye area. The effective formula removes up to 99% of makeup--even stubborn waterproof mascara--without tugging Makeup remover wipes are disposable and thoroughly cleanse skin, leaving behind no heavy residue so there's no need to rinse Facial cleansing wipes are great to use in a daily beauty or skincare routine for a refreshing self-care experience at-home\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\"},\n{\"title\": \"Neutrogena Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:22.145Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:22:22.145Z
|
click
|
quantity
|
rule
|
train
| 2,674 |
2025-04-02T17:22:22.145Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"}
{"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "makeup cleaner"}],
"product_details": [{"asin": "B00U2VQZDS"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct"},
{"price": "$9.79"},
{"bullet_list": "Twin Pack with 25 count of ultra-soft, pre-moistened Neutrogena Makeup Remover Wipes with a micellar-infused triple emollient formula remove waterproof makeup and cleanses skin while leaving it feeling refreshed, soft, smooth and conditioned Makeup remover face cleansing towelettes work to dissolve all traces of dirt, remove bacteria, impurities, oil and makeup on skin while also removing pollution, sweat and sunscreen, for superior cleansing and makeup removing power at your fingertips Facial cleansing wet wipes are ophthalmologist-, dermatologist-, and allergy-tested and gentle around the eye area. The effective formula removes up to 99% of makeup--even stubborn waterproof mascara--without tugging Makeup remover wipes are disposable and thoroughly cleanse skin, leaving behind no heavy residue so there's no need to rinse Facial cleansing wipes are great to use in a daily beauty or skincare routine for a refreshing self-care experience at-home"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"promotion_items": [{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""},
{"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""},
{"title": "Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)", "asin": "B093T3LQPP", "price": "$16.41", "quantity": ""},
{"title": "CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "quantity": ""},
{"title": "Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count", "asin": "B08MSGRRXR", "price": "$7.99", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}],
"comparison_items": [{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79"},
{"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"},
{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79"},
{"title": "Neutrogena Make Up Removing Wipes 100 Cleansing Towelettes", "asin": "B0053T4HI4", "price": "$33.05"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "B01EMYW7BY", "price": "$1.99"},
{"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:22:22.145Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:22:22.145Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:22:22.145Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 2674,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"product_details\": [{\"asin\": \"B00U2VQZDS\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\"},\n{\"price\": \"$9.79\"},\n{\"bullet_list\": \"Twin Pack with 25 count of ultra-soft, pre-moistened Neutrogena Makeup Remover Wipes with a micellar-infused triple emollient formula remove waterproof makeup and cleanses skin while leaving it feeling refreshed, soft, smooth and conditioned Makeup remover face cleansing towelettes work to dissolve all traces of dirt, remove bacteria, impurities, oil and makeup on skin while also removing pollution, sweat and sunscreen, for superior cleansing and makeup removing power at your fingertips Facial cleansing wet wipes are ophthalmologist-, dermatologist-, and allergy-tested and gentle around the eye area. The effective formula removes up to 99% of makeup--even stubborn waterproof mascara--without tugging Makeup remover wipes are disposable and thoroughly cleanse skin, leaving behind no heavy residue so there's no need to rinse Facial cleansing wipes are great to use in a daily beauty or skincare routine for a refreshing self-care experience at-home\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Almay Biodegradable Makeup Remover Pads, Micellar Gentle, Hypoallergenic, Fragrance-Free, Dermatologist & Ophthalmologist Tested, 120 Count\", \"asin\": \"B08MSGRRXR\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\"},\n{\"title\": \"Neutrogena Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:22.145Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\\n4.3 Ounce (Pack of 1)\", \"asin\": \"B0711QZ9CJ\", \"price\": \"$18.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\\n8.4 Fl Oz (Pack of 1)\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B002XZLAWM\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:41.692Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:22:41.692Z
|
input
|
Neutrogena Makeup Remover Wipes
|
rule
|
train
| 2,675 |
2025-04-02T17:22:41.692Z
|
input
|
Neutrogena Makeup Remover Wipes
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"}
{"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"}
{"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "makeup cleaner"}],
"cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"},
{"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"},
{"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"},
{"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"},
{"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"},
{"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"},
{"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}],
"promotion_items": [{"title": "EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1S4WCZL", "price": "$14.86", "quantity": ""},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B08MJZYW8P", "price": "$69.00", "quantity": ""},
{"title": "grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\n4.3 Ounce (Pack of 1)", "asin": "B0711QZ9CJ", "price": "$18.95", "quantity": ""},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\n3 Piece Set", "asin": "B0912XYZCZ", "price": "$9.98", "quantity": ""},
{"title": "EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1SJ2V43", "price": "$19.99", "quantity": ""},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "quantity": ""},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""},
{"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\n8.4 Fl Oz (Pack of 1)", "asin": "B0036SFTK4", "price": "$13.99", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}],
"ads": [{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4"}],
"search_results": [{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed", "asin": "B0DNZTH62T", "price": "$7.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B002XZLAWM", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B01EKKATEC", "price": "$34.00", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGABI", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free", "asin": "B07GBZTC9S", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B06XFQYPQM", "price": "$28.00", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes", "asin": "B0DPWWNDHN", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)", "asin": "B07GDH5XKF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush", "asin": "B0DNZYB92W", "price": "$30.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)", "asin": "B0DHWZDR8Z", "price": "$21.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)", "asin": "B0DY65BP1C", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGAXQ", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)", "asin": "B0BN2PX8V3", "price": "$17.69", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "MINTHE\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon", "asin": "B09X68966C", "price": "$48.00", "delivery": "FREE delivery Apr 16 - 23 for Prime members"},
{"title": "Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare", "asin": "B018A0BO92", "price": "$39.00", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz", "asin": "B08Q3CQM7X", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "beautyblender\u00ae | Blendercleanser\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz", "asin": "B018W8QN2A", "price": "$20.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce", "asin": "B01M31HY3S", "price": "$12.47", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\uff0cAutomatic Electric Makeup Brush Cleaner\uff0cFast & Efficient Cleaner for Brushes (black)", "asin": "B0DNJCRD3M", "price": "$13.99", "delivery": "FREE delivery Apr 15 - 28 Only 10 left in stock - order soon."},
{"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)", "asin": "B083HPKZGX", "price": "$27.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle", "asin": "B0CLYWP6D9", "price": "$6.73", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges", "asin": "B0DPWW4J2M", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)", "asin": "B0DQNM7HB8"},
{"title": "e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts", "asin": "B0DRV91Y2T", "price": "$16.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B007ROGQ3C", "price": "$13.49", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4", "price": "$46.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes", "asin": "B0CYC5MCXZ", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush", "asin": "B0D4LLQGF1", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Automatic Electric Makeup Brush Cleaner\uff0cElectric Makeup Brush Cleaner (s)", "asin": "B0F2FB5855", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B078WPCDV1", "price": "$17.94", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes", "asin": "B0855DXKL8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools", "asin": "B083LX58T8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials", "asin": "B0CCJYV4FP", "price": "$6.99", "delivery": "FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7"},
{"title": "Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women", "asin": "B0DRDGWF5G", "price": "$22.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:22:41.692Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:22:41.692Z\",\"action\": \"input\",\"acion_argument\": \"Neutrogena Makeup Remover Wipes\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:22:41.692Z\",\"action\": \"input\",\"acion_argument\": \"Neutrogena Makeup Remover Wipes\",}</answer>",
"index": 2675,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"makeup cleaner\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\\n4.3 Ounce (Pack of 1)\", \"asin\": \"B0711QZ9CJ\", \"price\": \"$18.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\\n8.4 Fl Oz (Pack of 1)\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B002XZLAWM\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:41.692Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Neutrogena Makeup Remover Wipes\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\\n4.3 Ounce (Pack of 1)\", \"asin\": \"B0711QZ9CJ\", \"price\": \"$18.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\\n8.4 Fl Oz (Pack of 1)\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B002XZLAWM\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:41.921Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:22:41.921Z
|
click
|
search
|
rule
|
train
| 2,676 |
2025-04-02T17:22:41.921Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"}
{"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"}
{"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "Neutrogena Makeup Remover Wipes"}],
"cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"},
{"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"},
{"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"},
{"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"},
{"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"},
{"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"},
{"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}],
"promotion_items": [{"title": "EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1S4WCZL", "price": "$14.86", "quantity": ""},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B08MJZYW8P", "price": "$69.00", "quantity": ""},
{"title": "grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\n4.3 Ounce (Pack of 1)", "asin": "B0711QZ9CJ", "price": "$18.95", "quantity": ""},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\n3 Piece Set", "asin": "B0912XYZCZ", "price": "$9.98", "quantity": ""},
{"title": "EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\nUnscented16 Fl Oz (Pack of 1)", "asin": "B0D1SJ2V43", "price": "$19.99", "quantity": ""},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\n1.7 Ounce (Pack of 1)", "asin": "B07NFC77LL", "price": "$24.00", "quantity": ""},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "quantity": ""},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\nfragrance-free, Unscented6 Fl Oz (Pack of 1)", "asin": "B01BSB56OY", "price": "$6.00", "quantity": ""},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\nSilicone", "asin": "B08P22K36P", "price": "$14.99", "quantity": ""},
{"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\n8.4 Fl Oz (Pack of 1)", "asin": "B0036SFTK4", "price": "$13.99", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""}],
"ads": [{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4"}],
"search_results": [{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed", "asin": "B0DNZTH62T", "price": "$7.88", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B002XZLAWM", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B01EKKATEC", "price": "$34.00", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count", "asin": "B01BSB56OY", "price": "$6.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set", "asin": "B08P22K36P", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGABI", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)", "asin": "B0BWTP599F", "price": "$5.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free", "asin": "B07GBZTC9S", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ", "asin": "B0B5MSBFP2", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B06XFQYPQM", "price": "$28.00", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat", "asin": "B0912XYZCZ", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes", "asin": "B0DPWWNDHN", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\uff08Khkai", "asin": "B0CBP9V34Z", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)", "asin": "B07GDH5XKF", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush", "asin": "B0DNZYB92W", "price": "$30.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo", "asin": "B09JLY4RG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)", "asin": "B0DHWZDR8Z", "price": "$21.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)", "asin": "B0DY65BP1C", "price": "$19.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count", "asin": "B017PCGAXQ", "price": "$8.39", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)", "asin": "B0BN2PX8V3", "price": "$17.69", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "MINTHE\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning", "asin": "B0CC78X56Z", "price": "$3.25", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon", "asin": "B09X68966C", "price": "$48.00", "delivery": "FREE delivery Apr 16 - 23 for Prime members"},
{"title": "Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare", "asin": "B018A0BO92", "price": "$39.00", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz", "asin": "B08Q3CQM7X", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "beautyblender\u00ae | Blendercleanser\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz", "asin": "B018W8QN2A", "price": "$20.00", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce", "asin": "B01M31HY3S", "price": "$12.47", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\uff0cAutomatic Electric Makeup Brush Cleaner\uff0cFast & Efficient Cleaner for Brushes (black)", "asin": "B0DNJCRD3M", "price": "$13.99", "delivery": "FREE delivery Apr 15 - 28 Only 10 left in stock - order soon."},
{"title": "e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free", "asin": "B0DM138D4W", "price": "$5.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)", "asin": "B083HPKZGX", "price": "$27.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle", "asin": "B0CLYWP6D9", "price": "$6.73", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges", "asin": "B0DPWW4J2M", "price": "$32.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)", "asin": "B0DQNM7HB8"},
{"title": "e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts", "asin": "B0DRV91Y2T", "price": "$16.99", "delivery": "FREE delivery Tue, Apr 8 for Prime members"},
{"title": "Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla", "asin": "B007ROGQ3C", "price": "$13.49", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "3-in-1 Electric Makeup Brush Cleaner Machine \u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \u2013 Make Up Dryer & Washer & Holder Combined \u2013 Make Up Brush Cleaner Cleanser Machine", "asin": "B0DDKSQMC4", "price": "$46.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes", "asin": "B0CYC5MCXZ", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes", "asin": "B07X5VNCRG", "price": "$7.19", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush", "asin": "B0D4LLQGF1", "price": "$9.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Automatic Electric Makeup Brush Cleaner\uff0cElectric Makeup Brush Cleaner (s)", "asin": "B0F2FB5855", "price": "$9.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B078WPCDV1", "price": "$17.94", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes", "asin": "B0855DXKL8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)", "asin": "B0D3F78TJ3", "price": "$4.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools", "asin": "B083LX58T8", "price": "$12.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials", "asin": "B0CCJYV4FP", "price": "$6.99", "delivery": "FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7"},
{"title": "Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women", "asin": "B0DRDGWF5G", "price": "$22.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:22:41.921Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:22:41.921Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:22:41.921Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2676,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Neutrogena Makeup Remover Wipes\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"EcoTools XL Makeup Brush + Sponge Shampoo, Removes Makeup, Dirt, & Impurities From Makeup Brushes & Makeup Blending Sponges, Fragrance-Free, Vegan, & Cruelty-Free 16 fl. oz./473 ml, 1 Count, Clear\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1S4WCZL\", \"price\": \"$14.86\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B08MJZYW8P\", \"price\": \"$69.00\", \"quantity\": \"\"},\n{\"title\": \"grace & stella Makeup Remover Cleansing Balm - Hydrating Facial Cleanser with Vitamin E for Soft, Nourished Skin - Melt Stubborn Waterproof Make Up, Mascara, Eye Liner - Vegan Skincare (102g/ 4.3 oz)\\n4.3 Ounce (Pack of 1)\", \"asin\": \"B0711QZ9CJ\", \"price\": \"$18.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\\n3 Piece Set\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"EcoTools XL Daily Brush Cleaner, Makeup Brush Spray Refill, Quick Dry Cleaning Solution For Beauty Tools, Fragrance Free, Extra Large Size, Cruelty-Free & Vegan, 16 fl oz./473 ml. Bottle\\nUnscented16 Fl Oz (Pack of 1)\", \"asin\": \"B0D1SJ2V43\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\\n1.7 Ounce (Pack of 1)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"quantity\": \"\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\\nfragrance-free, Unscented6 Fl Oz (Pack of 1)\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"quantity\": \"\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\\nSilicone\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\\n8.4 Fl Oz (Pack of 1)\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\"}],\n\"search_results\": [{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Tree of Life Beauty Micellar Cleansing Water (6.8fl oz) - Micellar Water Makeup Remover with Niacinamide, Vitamin B5, Glycerin - Eye Makeup Remover Liquid, No Rinse Needed\", \"asin\": \"B0DNZTH62T\", \"price\": \"$7.88\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bioderma - Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B002XZLAWM\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B01EKKATEC\", \"price\": \"$34.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Cleanser Shampoo for Makeup Brush/Sponge/Puffs, Remove Makeup & Impurities, Fragrance-Free, No Harsh Chemicals, Vegan & Cruelty-Free, 6 fl.oz./177 ml, 1 Count\", \"asin\": \"B01BSB56OY\", \"price\": \"$6.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"EcoTools Makeup Brush Cleansing Pad + Deep Clean Shampoo Bundle, Brush Cleaner Mat & Makeup Brush Cleanser For Deep Cleaning Tools, Clean Formula, Cruelty-Free, & Vegan, 2 Piece Set\", \"asin\": \"B08P22K36P\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Garnier Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGABI\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Bowl - Etercycle Portable Cleaning Tool for Brushes, Powder Puffs, and Sponges (Pink)\", \"asin\": \"B0BWTP599F\", \"price\": \"$5.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"ELEMIS Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"e.l.f. Makeup Brush Shampoo, Gentle Bristles Conditioner To Easily Remove Oils & Dirt From Makeup Brushes, 4.1 Fl Oz, Vegan & Cruelty-Free\", \"asin\": \"B07GBZTC9S\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Norate Makeup Brush Cleaner, Make Up Brush Cleansers Solution, Makeup Cleaner for Makeup Brushes, Beauty Sponge, Powder Puff, Deep Clean Brush Shampoo, Gentle Formula Cruelty Free 5.3 FL.OZ\", \"asin\": \"B0B5MSBFP2\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Kit - Professional Cleanser + Cleansing Tin for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B06XFQYPQM\", \"price\": \"$28.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Clean-n-Fresh Makeup Brush Cleaner Set For Brushes, Sponge and Puff 6.8 Fl Oz,Deep Cleaning Washing Cleanser Shampoo With a Cleaning Mat\", \"asin\": \"B0912XYZCZ\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"LARDERGO Makeup Brush Cleaner Machine, Ultimate Efficient Electric Automatic Cleaner and Dryer for All Types of Makeup Brushes\", \"asin\": \"B0DPWWNDHN\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Makeup Brush Cleaner Mat 3 in 1 Silicone Makeup Brush Cleaner Bowl Cosmetic Brushes Cleaning Tool Organizer for Storage and Air Drying\\uff08Khkai\", \"asin\": \"B0CBP9V34Z\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Dryer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools (Black)\", \"asin\": \"B07GDH5XKF\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner Machine With Makeup Brush Dryer-Holder-Portable Automatic USB Cosmetic Brushes Cleaner Tool for All Size Beauty Makeup Brush Set,Contour, Eyeshadow, Blush Brush\", \"asin\": \"B0DNZYB92W\", \"price\": \"$30.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Alyfini Electric Makeup Brush Cleaner Machine, Powerful Friction Removes Residue on Make up Brushes Set/Sponge/Powder Puffs, Efficient Cleaning, Portable Spinning Washer, Save Cleanser & Shampoo\", \"asin\": \"B09JLY4RG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - 9000 RPM Makeup Brush Cleaning Machine, IP65 Waterproof Automatic Makeup Brush Cleaner for Makeup Sponges and Brushes(White)\", \"asin\": \"B0DHWZDR8Z\", \"price\": \"$21.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Multi-Functional Electric Makeup Brush Cleaner - Automatic, Energy Saving Makeup Brush Cleaner: Convenient and efficient Makeup Brush Cleaning Solution (white)\", \"asin\": \"B0DY65BP1C\", \"price\": \"$19.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water For Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 1 Count\", \"asin\": \"B017PCGAXQ\", \"price\": \"$8.39\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Anua Heartleaf Pore Control Cleansing Oil, Oil Cleanser for Face, Makeup Blackhead Remover, Korean Skin Care 6.76 fl oz(200ml) (original)\", \"asin\": \"B0BN2PX8V3\", \"price\": \"$17.69\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"MINTHE\\u2122 Makeup Brush Cleaner Mat | 2 Pack | Silicone Makeup Brush Cleaning Mat, Make Up Brush Cleaner Pad, Makeup Brush Mat Cleaner, Makeup Cleaner, Make Up Brushes Cleaning\", \"asin\": \"B0CC78X56Z\", \"price\": \"$3.25\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Lemon\", \"asin\": \"B09X68966C\", \"price\": \"$48.00\", \"delivery\": \"FREE delivery Apr 16 - 23 for Prime members\"},\n{\"title\": \"Youth To The People Superfood Facial Cleanser, Kale and Green Tea Spinach Face Wash, Gentle Makeup Remover + Pore Minimizer for All Skin Types, Vegan, Refillable Skincare\", \"asin\": \"B018A0BO92\", \"price\": \"$39.00\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"JUNO & Co. Clean 10 Cleansing Balm 10 Ingredients Makeup Remover 85g / 3.0oz\", \"asin\": \"B08Q3CQM7X\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"beautyblender\\u00ae | Blendercleanser\\u00ae Liquid Lavender Beauty Blender Cleanser, Cleaning Makeup Sponges, Brushes & Applicators, 5 oz\", \"asin\": \"B018W8QN2A\", \"price\": \"$20.00\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cetaphil Gentle Waterproof Makeup Remover, Oil-Free Formula Suitable for Sensitive Skin, 6.0 Fluid Ounce\", \"asin\": \"B01M31HY3S\", \"price\": \"$12.47\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Professional Makeup Brush Cleaning Machine\\uff0cAutomatic Electric Makeup Brush Cleaner\\uff0cFast & Efficient Cleaner for Brushes (black)\", \"asin\": \"B0DNJCRD3M\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 15 - 28 Only 10 left in stock - order soon.\"},\n{\"title\": \"e.l.f. Clean Queen Solid Brush & Sponge Cleaner, Cleanses Face & Eye Makeup Brushes & Sponges, Nourishing, Non-Damaging Formula, Vegan & Cruelty-Free\", \"asin\": \"B0DM138D4W\", \"price\": \"$5.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner - Deep clean Rinse Free Quick Dry - Ideal for Cleaning and Odorizing Natural and Synthetic Make-up Brushes (16 fl oz)\", \"asin\": \"B083HPKZGX\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"EcoTools Daily Makeup Brush Cleanser Spray, Quick Drying, Fragrance Free & Dermatologist Tested, Travel Size, TSA Approved, Cruelty-Free & Vegan 3 fl oz./89 ml. Bottle\", \"asin\": \"B0CLYWP6D9\", \"price\": \"$6.73\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"3 IN 1 Electric Makeup Brush Cleaner,Automatic Makeup Brush Cleaner with Makeup Brush Dryer,Portable USB Deep Cleaning for All Size Beauty Makeup Brush Set,Blush Brush,Sponges\", \"asin\": \"B0DPWW4J2M\", \"price\": \"$32.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Automatic Makeup Brush Cleaner Tool,Deep Cleaning,Efficient Electric Makeup Brush Cleaner Machinev (black)\", \"asin\": \"B0DQNM7HB8\"},\n{\"title\": \"e.l.f. SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Electric Makeup Brush Cleaner - Efficient Electric Makeup Brush Cleaner Machine for Thorough Brush Cleaning, Ideal for Makeup Artists & Enthusiasts\", \"asin\": \"B0DRV91Y2T\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Tue, Apr 8 for Prime members\"},\n{\"title\": \"Cinema Secrets Original Makeup Brush Cleaner Spray - Professional Cleanser for Makeup Brushes - Quick-Drying, Rinse-Free Formula - Removes Stubborn Waterproof Make Up - Vanilla\", \"asin\": \"B007ROGQ3C\", \"price\": \"$13.49\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"3-in-1 Electric Makeup Brush Cleaner Machine \\u2013 Clean and Dry Makeup Brushes & Tools & Sponges Automatically \\u2013 Make Up Dryer & Washer & Holder Combined \\u2013 Make Up Brush Cleaner Cleanser Machine\", \"asin\": \"B0DDKSQMC4\", \"price\": \"$46.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Makeup Brush Cleaner Machine - Super Fast Electric Makeup Brush Cleaner and Dryer - Quick Wash and Dry in Seconds - Suit for Most Makeup Brush Sizes\", \"asin\": \"B0CYC5MCXZ\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DUcare Makeup Brush Cleaner Shampoo Soap Solid Brush Cleaning Mat Removes Cosmetic Color Brush Cleaner Pad for Cleaning Makeup Sponges Brushes\", \"asin\": \"B07X5VNCRG\", \"price\": \"$7.19\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Cosmetic Brush Cleaner, Upgraded Electric Makeup Brush Cleaner with Brush Clean Mat, Automatic Spinning Makeup Brush Cleaner for All Size Makeup Brush\", \"asin\": \"B0D4LLQGF1\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Automatic Electric Makeup Brush Cleaner\\uff0cElectric Makeup Brush Cleaner (s)\", \"asin\": \"B0F2FB5855\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Garnier Micellar Water for Waterproof Makeup, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B078WPCDV1\", \"price\": \"$17.94\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Senbowe Upgraded Makeup Brush Cleaner and Dryer Machine, Electric Cosmetic Automatic Brush Spinner with 8 Size Rubber Collars, Wash and Dry in Seconds, Deep Cosmetic Brush Spinner for Brushes\", \"asin\": \"B0855DXKL8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Foldable Silicone Makeup Brush Cleaner Pad Bowl, YalsFTY Portable Mat Scrubber Cleaning Tool for Makeup Brushes (Pink)\", \"asin\": \"B0D3F78TJ3\", \"price\": \"$4.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Brush Cleaner Dryer, Neeyer Super-Fast Electric Brush Cleaner Machine Automatic Brush Cleaner Spinner Makeup Brush Tools\", \"asin\": \"B083LX58T8\", \"price\": \"$12.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Premium Makeup Brush Cleaner Liquid 10 oz (290 mL) - Ultimate Makeup Brush Cleaner Solution for Cosmetic Brushes - Bare Essentials\", \"asin\": \"B0CCJYV4FP\", \"price\": \"$6.99\", \"delivery\": \"FREE delivery Apr 9 - 15 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Electric Makeup Brush Cleaner, Multi-Functional Cosmetic Brush Cleaner, Portable Automatic Makeup Brush Cleaning Solution With Dryer-Holder, Charger, USB-C cable, Beauty Gift for Women\", \"asin\": \"B0DRDGWF5G\", \"price\": \"$22.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:22:41.921Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Neutrogena Makeup Remover Wipes\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\\nWipes21 Count (Pack of 3)\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\\nWipes25 Count (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (200ml)\\n6.8 Fl Oz (Pack of 1)\", \"asin\": \"B09YBD1N7G\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Lanc\\u00f4me Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\\n4.23 Fl Oz (Pack of 1)\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 10746 reviews. Eligible for Prime.\", \"asin\": \"B0722L6H9C\"},\n{\"title\": \"Go to detail page for \\\"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 108854 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B00U2VQZDS\"},\n{\"title\": \"Go to detail page for \\\"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct.\\\" Rated 4.7 out of 5 stars by 14725 reviews. Eligible for Prime.\", \"asin\": \"B07XC569XF\"}],\n\"search_results\": [{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Day & Night Facial Cleansing Wipes, Makeup Remover Face Cleansing Towelettes & Night Calming Facial Cloths, 100% Plant Based Fibers Wipe Away Dirt & Oil, (3 Packs of 25)\", \"asin\": \"B084K5HNCB\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B07HHCB2XG\", \"price\": \"$15.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Wipes, Facial Cleansing Wipes Suitable for Oily & Acne Prone Skin, Wipes Away Bacteria, Dirt & Oil, Scented Facial Wipes with Pink Grapefruit Extract, 50 Count\", \"asin\": \"B00IY538V6\", \"price\": \"$14.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary\", \"asin\": \"B0CKGBWW8D\", \"price\": \"$9.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Hydroboost Facial Cleansing & Makeup Remover Wipes With Hyaluronic Acid, Twin Pack, 25 Ct, 25 count (Pack of 4)\", \"asin\": \"B08MLPR5HH\", \"price\": \"$36.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 6)\", \"asin\": \"B00ET04BGQ\", \"price\": \"$34.14\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 17 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct (5 pack + 3 Bonus Pouches)\", \"asin\": \"B07MJDSJLH\", \"price\": \"$38.90\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 19 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 5)+ 1 travel size (7ct.)\", \"asin\": \"B0190UX1HO\", \"price\": \"$30.99\", \"delivery\": \"FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10 Only 20 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes Combo Pack, 1-25 Count Tub, Plus 2-25 Count Refills\", \"asin\": \"B00PJ29NXE\", \"price\": \"$31.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes and Face Wipes (132 Count)\", \"asin\": \"B09XTML2KX\", \"price\": \"$39.60\", \"delivery\": \"FREE delivery Apr 9 - 10 Or fastest delivery Sat, Apr 5\"},\n{\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes,125 Cleansing Towelettes, Ultra-Soft Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Plant-Based, Flip-Top Packs, 25 ct (Pack of 5)\", \"asin\": \"B092S2676M\", \"price\": \"$24.24\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 2 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Wipes, NeutrogeneDay & Night Calming Wipes Ultra-Soft Cleansing Facial Towelettes for Makeup, Alcohol-Free, Plant-Based, 125 Count (Pack of 5) With Travel Case, Great Gift Idea\", \"asin\": \"B0DK4B2KFC\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B005IHTE8O\", \"price\": \"$5.49\", \"delivery\": \" FREE delivery Today 4 PM - 5 PM on orders over $35 Or FREE pickup with grocery subscription\"},\n{\"title\": \"Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 11 - 15 Only 7 left in stock - order soon.\"},\n{\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 5.5 fl. oz\", \"asin\": \"B000NWAOHE\", \"price\": \"$7.17\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Make Up Remover Wipes, Fragrance Free, 25 Count, Pack of 2 (Previously Solimo)\", \"asin\": \"B0864QL8CM\", \"price\": \"$8.13\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 3)\", \"asin\": \"B07NGSVS8C\"},\n{\"title\": \"Fragrance-Free Makeup Remover Cleansing Towelette Singles, Individually-Wrapped Daily Face Wipes 20 ct\", \"asin\": \"B07XSB69XJ\"},\n{\"title\": \"Make Up Removing Wipes, 200 Cleansing Towelettes\", \"asin\": \"B074HNKTG1\"},\n{\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 2)\", \"asin\": \"B07NGRLNB8\"},\n{\"title\": \"(25 ct., 5 pk.) Makeup Remover & Night Calming Cleansing Towelettes. Makeup Remover Wipes\", \"asin\": \"B0DPNF1PP5\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0010XUU9M\"},\n{\"title\": \"Make-Up Remover Towelettes 25 Count (Refill)\", \"asin\": \"B007P7QM12\"},\n{\"title\": \"Makeup Remover Cleansing Face Wipes, Daily Cleansing Facial Towelettes to Remove Waterproof Makeup and Mascara, Alcohol-Free, Value Twin Pack, 25 count, 2 Pack\", \"asin\": \"B0182G7AQ0\"},\n{\"title\": \"Gentle Facial Cleansing Wipes, Ultra-Soft Micellar Cleansing Wipes for Effortless Cleansing Made Gentle, Fragrance Free Face Wipes for Sensitive Skin, Hypoallergenic, 25 ct\", \"asin\": \"B0DV7TK5L3\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 1 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Ultra-Soft Cleansing Towelettes 25 Count (Pack of 3)\", \"asin\": \"B00D25IVVK\", \"price\": \"$14.91\", \"delivery\": \"FREE delivery Apr 15 - 18 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B07TMQDDMP\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Special Edition Care with Pride Packaging, 25 ct.\", \"asin\": \"B0861BGQZB\", \"price\": \"$8.35\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 3 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes To Remove Dirt, Oil, Waterproof Mascara & Makeup Including Stubborn Halloween Makeup, Gentle, Alcohol-free, 25.0 count\", \"asin\": \"B08G55L516\", \"price\": \"$18.36\", \"delivery\": \"FREE delivery Fri, Apr 11 Only 16 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct (Pack of 2)\", \"asin\": \"B001OMI9HE\"},\n{\"title\": \"Night Calming Cleansing Makeup Remover Face Wipes, Disposable Nighttime Facial Towelettes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Alcohol-Free, 25 ct\", \"asin\": \"B01N1J23VV\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B01KLK5CVK\"},\n{\"title\": \"Neutrogena Ultra-Soft Makeup Remover Cleansing Towelettes Singles: Plant-Based, 7.2x6.4 inches - 20 Count (Pack of 2)\", \"asin\": \"B0D54L1P4Y\"},\n{\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, Individually Wrapped, 20 ct\", \"asin\": \"B08B6PN2G4\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B001E96NYS\"},\n{\"title\": \"Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:13.218Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:23:13.218Z
|
click
|
nav_bar
|
rule
|
train
| 2,677 |
2025-04-02T17:23:13.218Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"}
{"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"}
{"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"}
{"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "Neutrogena Makeup Remover Wipes"}],
"cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"},
{"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"},
{"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"},
{"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"},
{"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"},
{"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"},
{"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}],
"promotion_items": [{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\nWipes50 Count (Pack of 1)", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""},
{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""},
{"title": "Neutrogena Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\nWipes50 Count (Pack of 1)", "asin": "B07FLD6T6Q", "price": "$10.49", "quantity": ""},
{"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\nWipes25 Count (Pack of 1)", "asin": "B0195I8XR4", "price": "$5.49", "quantity": ""},
{"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\nWipes25 Count (Pack of 1)", "asin": "B0009F3O18", "price": "$7.27", "quantity": ""},
{"title": "Neutrogena Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\nWipes25 Count (Pack of 1)", "asin": "B004RRGC0O", "price": "$6.87", "quantity": ""},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\nWipes21 Count (Pack of 3)", "asin": "B0058BJMPU", "price": "$17.97", "quantity": ""},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""},
{"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\nWipes50 Count (Pack of 1)", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\nWipes25 Count (Pack of 1)", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Neutrogena Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\nWipes25 Count (Pack of 3)", "asin": "B0884VMYG4", "price": "$30.43", "quantity": ""},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\nWipes25 Count (Pack of 2)", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""},
{"title": "Clean Skin Club Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\nTowel50 Count (Pack of 1)", "asin": "B07PBXXNCY", "price": "$17.95", "quantity": ""},
{"title": "Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (200ml)\n6.8 Fl Oz (Pack of 1)", "asin": "B09YBD1N7G", "price": "$65.00", "quantity": ""},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\nWipes25 Count (Pack of 1)", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""},
{"title": "Lanc\u00f4me Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\n4.23 Fl Oz (Pack of 1)", "asin": "B01GR1M1TS", "price": "$30.60", "quantity": ""}],
"ads": [{"title": "Go to detail page for \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct.\" Rated 4.8 out of 5 stars by 10746 reviews. Eligible for Prime.", "asin": "B0722L6H9C"},
{"title": "Go to detail page for \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct.\" Rated 4.8 out of 5 stars by 108854 reviews. Eligible for Prime. Best seller.", "asin": "B00U2VQZDS"},
{"title": "Go to detail page for \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct.\" Rated 4.7 out of 5 stars by 14725 reviews. Eligible for Prime.", "asin": "B07XC569XF"}],
"search_results": [{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)", "asin": "B07NFC77LL", "price": "$24.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct", "asin": "B07GKVBQDG", "price": "$6.88", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)", "asin": "B07FLD6T6Q", "price": "$10.49", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Day & Night Facial Cleansing Wipes, Makeup Remover Face Cleansing Towelettes & Night Calming Facial Cloths, 100% Plant Based Fibers Wipe Away Dirt & Oil, (3 Packs of 25)", "asin": "B084K5HNCB", "price": "$14.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Clean Towels XL\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack", "asin": "B07PBXXNCY", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin", "asin": "B08TQTT8LK", "price": "$10.97", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count", "asin": "B07HHCB2XG", "price": "$15.68", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse", "asin": "B00CFHYYIA", "price": "$18.00", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Makeup Remover Wipes, Facial Cleansing Wipes Suitable for Oily & Acne Prone Skin, Wipes Away Bacteria, Dirt & Oil, Scented Facial Wipes with Pink Grapefruit Extract, 50 Count", "asin": "B00IY538V6", "price": "$14.77", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "B01EMYW7BY", "price": "$1.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup", "asin": "B01GR1M1TS", "price": "$30.60", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM"},
{"title": "Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin", "asin": "B0036SFTK4", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary", "asin": "B0CKGBWW8D", "price": "$9.68", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Neutrogena Hydroboost Facial Cleansing & Makeup Remover Wipes With Hyaluronic Acid, Twin Pack, 25 Ct, 25 count (Pack of 4)", "asin": "B08MLPR5HH", "price": "$36.98", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 6)", "asin": "B00ET04BGQ", "price": "$34.14", "delivery": "FREE delivery Sat, Apr 5 Only 17 left in stock - order soon."},
{"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct (5 pack + 3 Bonus Pouches)", "asin": "B07MJDSJLH", "price": "$38.90", "delivery": "FREE delivery Sat, Apr 5 Only 19 left in stock - order soon."},
{"title": "Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 5)+ 1 travel size (7ct.)", "asin": "B0190UX1HO", "price": "$30.99", "delivery": "FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10 Only 20 left in stock - order soon."},
{"title": "Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct", "asin": "B004RRGC0O", "price": "$6.87", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Makeup Remover Cleansing Towelettes Combo Pack, 1-25 Count Tub, Plus 2-25 Count Refills", "asin": "B00PJ29NXE", "price": "$31.98", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Makeup Remover Cleansing Towelettes and Face Wipes (132 Count)", "asin": "B09XTML2KX", "price": "$39.60", "delivery": "FREE delivery Apr 9 - 10 Or fastest delivery Sat, Apr 5"},
{"title": "Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Remover Wipes,125 Cleansing Towelettes, Ultra-Soft Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Plant-Based, Flip-Top Packs, 25 ct (Pack of 5)", "asin": "B092S2676M", "price": "$24.24", "delivery": "FREE delivery Sat, Apr 5 Only 2 left in stock - order soon."},
{"title": "Makeup Remover Wipes, NeutrogeneDay & Night Calming Wipes Ultra-Soft Cleansing Facial Towelettes for Makeup, Alcohol-Free, Plant-Based, 125 Count (Pack of 5) With Travel Case, Great Gift Idea", "asin": "B0DK4B2KFC", "price": "$28.99", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct", "asin": "B0058BJMPU", "price": "$17.97", "delivery": "FREE delivery Sat, Apr 5"},
{"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct", "asin": "B005IHTE8O", "price": "$5.49", "delivery": " FREE delivery Today 4 PM - 5 PM on orders over $35 Or FREE pickup with grocery subscription"},
{"title": "Make Up Removing Wipes 100 Cleansing Towelettes", "asin": "B0053T4HI4", "price": "$33.05", "delivery": "FREE delivery Thu, Apr 17 Or fastest delivery Apr 11 - 15 Only 7 left in stock - order soon."},
{"title": "Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 5.5 fl. oz", "asin": "B000NWAOHE", "price": "$7.17", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription"},
{"title": "Make Up Remover Wipes, Fragrance Free, 25 Count, Pack of 2 (Previously Solimo)", "asin": "B0864QL8CM", "price": "$8.13", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"},
{"title": "Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 3)", "asin": "B07NGSVS8C"},
{"title": "Fragrance-Free Makeup Remover Cleansing Towelette Singles, Individually-Wrapped Daily Face Wipes 20 ct", "asin": "B07XSB69XJ"},
{"title": "Make Up Removing Wipes, 200 Cleansing Towelettes", "asin": "B074HNKTG1"},
{"title": "Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 2)", "asin": "B07NGRLNB8"},
{"title": "(25 ct., 5 pk.) Makeup Remover & Night Calming Cleansing Towelettes. Makeup Remover Wipes", "asin": "B0DPNF1PP5"},
{"title": "Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0010XUU9M"},
{"title": "Make-Up Remover Towelettes 25 Count (Refill)", "asin": "B007P7QM12"},
{"title": "Makeup Remover Cleansing Face Wipes, Daily Cleansing Facial Towelettes to Remove Waterproof Makeup and Mascara, Alcohol-Free, Value Twin Pack, 25 count, 2 Pack", "asin": "B0182G7AQ0"},
{"title": "Gentle Facial Cleansing Wipes, Ultra-Soft Micellar Cleansing Wipes for Effortless Cleansing Made Gentle, Fragrance Free Face Wipes for Sensitive Skin, Hypoallergenic, 25 ct", "asin": "B0DV7TK5L3", "price": "$6.99", "delivery": " Two-Day FREE delivery Fri, Apr 4"},
{"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)", "asin": "B0884VMYG4", "price": "$30.43", "delivery": "FREE delivery Sat, Apr 5 Only 1 left in stock - order soon."},
{"title": "Makeup Remover Ultra-Soft Cleansing Towelettes 25 Count (Pack of 3)", "asin": "B00D25IVVK", "price": "$14.91", "delivery": "FREE delivery Apr 15 - 18 Or fastest delivery Mon, Apr 7"},
{"title": "Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 25 ct", "asin": "B07TMQDDMP"},
{"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Special Edition Care with Pride Packaging, 25 ct.", "asin": "B0861BGQZB", "price": "$8.35", "delivery": "FREE delivery Thu, Apr 10 Only 3 left in stock - order soon."},
{"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes To Remove Dirt, Oil, Waterproof Mascara & Makeup Including Stubborn Halloween Makeup, Gentle, Alcohol-free, 25.0 count", "asin": "B08G55L516", "price": "$18.36", "delivery": "FREE delivery Fri, Apr 11 Only 16 left in stock - order soon."},
{"title": "Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct (Pack of 2)", "asin": "B001OMI9HE"},
{"title": "Night Calming Cleansing Makeup Remover Face Wipes, Disposable Nighttime Facial Towelettes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Alcohol-Free, 25 ct", "asin": "B01N1J23VV"},
{"title": "Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct", "asin": "B01KLK5CVK"},
{"title": "Neutrogena Ultra-Soft Makeup Remover Cleansing Towelettes Singles: Plant-Based, 7.2x6.4 inches - 20 Count (Pack of 2)", "asin": "B0D54L1P4Y"},
{"title": "Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Makeup Remover Facial Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, Individually Wrapped, 20 ct", "asin": "B08B6PN2G4"},
{"title": "Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)", "asin": "B001E96NYS"},
{"title": "Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:23:13.218Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:23:13.218Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:23:13.218Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 2677,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Neutrogena Makeup Remover Wipes\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\\nWipes25 Count (Pack of 1)\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\\nWipes21 Count (Pack of 3)\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\\nWipes50 Count (Pack of 1)\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\\nWipes25 Count (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\\nWipes25 Count (Pack of 2)\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Clean Skin Club Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\\nTowel50 Count (Pack of 1)\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Farmacy Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (200ml)\\n6.8 Fl Oz (Pack of 1)\", \"asin\": \"B09YBD1N7G\", \"price\": \"$65.00\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\\nWipes25 Count (Pack of 1)\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Lanc\\u00f4me Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\\n4.23 Fl Oz (Pack of 1)\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Go to detail page for \\\"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 10746 reviews. Eligible for Prime.\", \"asin\": \"B0722L6H9C\"},\n{\"title\": \"Go to detail page for \\\"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct.\\\" Rated 4.8 out of 5 stars by 108854 reviews. Eligible for Prime. Best seller.\", \"asin\": \"B00U2VQZDS\"},\n{\"title\": \"Go to detail page for \\\"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct.\\\" Rated 4.7 out of 5 stars by 14725 reviews. Eligible for Prime.\", \"asin\": \"B07XC569XF\"}],\n\"search_results\": [{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Cleansing Balm - Green Clean Waterproof Makeup Remover + Oil Based Cleanser - Gentle Exfoliating Double Cleanser - Melts From Balm to Milky Lather (50ml)\", \"asin\": \"B07NFC77LL\", \"price\": \"$24.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Night Calming Makeup Remover Face Wipes, Nighttime Cleansing Towelettes Remove Sweat, Dirt & Makeup & Calms Skin, Hypoallergenic, 100% Plant Based Cloth, 50 Count (2 Packs of 25)\", \"asin\": \"B07FLD6T6Q\", \"price\": \"$10.49\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Day & Night Facial Cleansing Wipes, Makeup Remover Face Cleansing Towelettes & Night Calming Facial Cloths, 100% Plant Based Fibers Wipe Away Dirt & Oil, (3 Packs of 25)\", \"asin\": \"B084K5HNCB\", \"price\": \"$14.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Clean Towels XL\\u2122, 100% USDA Biobased Face Towel, Disposable Face Towelette, Eczema Association Accepted, Makeup Remover Dry Wipes, Ultra Soft, 50 Ct, 1 Pack\", \"asin\": \"B07PBXXNCY\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"SKIN Holy Hydration! Makeup Melting Cleansing Balm, Face Cleanser & Makeup Remover, Infused with Hyaluronic Acid to Hydrate Skin\", \"asin\": \"B08TQTT8LK\", \"price\": \"$10.97\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Micellar Water, Hydrating Facial Cleanser & Makeup Remover, Suitable for Sensitive Skin, Vegan, Cruelty Free, 13.5 Fl Oz (400mL), 2 Count\", \"asin\": \"B07HHCB2XG\", \"price\": \"$15.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Pro-Collagen Cleansing Balm Makeup Remover, Hydrating Facial Cleanser, Oil Cleanser, Oil Makeup Remover, Deep Cleanse\", \"asin\": \"B00CFHYYIA\", \"price\": \"$18.00\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Wipes, Facial Cleansing Wipes Suitable for Oily & Acne Prone Skin, Wipes Away Bacteria, Dirt & Oil, Scented Facial Wipes with Pink Grapefruit Extract, 50 Count\", \"asin\": \"B00IY538V6\", \"price\": \"$14.77\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Bi-Facil Double Action Eye Makeup Remover with Bi-Phase Formula - Effortlessly Removes Waterproof Makeup\", \"asin\": \"B01GR1M1TS\", \"price\": \"$30.60\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM\"},\n{\"title\": \"Sensibio - H2O Micellar Water - Makeup Remover Cleanser - Face Cleanser for Sensitive Skin\", \"asin\": \"B0036SFTK4\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Disinfecting Wipes Value Pack, Bleach Free Cleaning Wipes, 75 Count Each, Pack of 2, Packaging May Vary\", \"asin\": \"B0CKGBWW8D\", \"price\": \"$9.68\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Neutrogena Hydroboost Facial Cleansing & Makeup Remover Wipes With Hyaluronic Acid, Twin Pack, 25 Ct, 25 count (Pack of 4)\", \"asin\": \"B08MLPR5HH\", \"price\": \"$36.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 6)\", \"asin\": \"B00ET04BGQ\", \"price\": \"$34.14\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 17 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct (5 pack + 3 Bonus Pouches)\", \"asin\": \"B07MJDSJLH\", \"price\": \"$38.90\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 19 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Refill Pack, 25 Count (Pack of 5)+ 1 travel size (7ct.)\", \"asin\": \"B0190UX1HO\", \"price\": \"$30.99\", \"delivery\": \"FREE delivery Apr 14 - 18 Or fastest delivery Apr 9 - 10 Only 20 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct\", \"asin\": \"B004RRGC0O\", \"price\": \"$6.87\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes Combo Pack, 1-25 Count Tub, Plus 2-25 Count Refills\", \"asin\": \"B00PJ29NXE\", \"price\": \"$31.98\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes and Face Wipes (132 Count)\", \"asin\": \"B09XTML2KX\", \"price\": \"$39.60\", \"delivery\": \"FREE delivery Apr 9 - 10 Or fastest delivery Sat, Apr 5\"},\n{\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Wipes,125 Cleansing Towelettes, Ultra-Soft Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Plant-Based, Flip-Top Packs, 25 ct (Pack of 5)\", \"asin\": \"B092S2676M\", \"price\": \"$24.24\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 2 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Wipes, NeutrogeneDay & Night Calming Wipes Ultra-Soft Cleansing Facial Towelettes for Makeup, Alcohol-Free, Plant-Based, 125 Count (Pack of 5) With Travel Case, Great Gift Idea\", \"asin\": \"B0DK4B2KFC\", \"price\": \"$28.99\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 21 ct\", \"asin\": \"B0058BJMPU\", \"price\": \"$17.97\", \"delivery\": \"FREE delivery Sat, Apr 5\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B005IHTE8O\", \"price\": \"$5.49\", \"delivery\": \" FREE delivery Today 4 PM - 5 PM on orders over $35 Or FREE pickup with grocery subscription\"},\n{\"title\": \"Make Up Removing Wipes 100 Cleansing Towelettes\", \"asin\": \"B0053T4HI4\", \"price\": \"$33.05\", \"delivery\": \"FREE delivery Thu, Apr 17 Or fastest delivery Apr 11 - 15 Only 7 left in stock - order soon.\"},\n{\"title\": \"Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 5.5 fl. oz\", \"asin\": \"B000NWAOHE\", \"price\": \"$7.17\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items Or FREE pickup with grocery subscription\"},\n{\"title\": \"Make Up Remover Wipes, Fragrance Free, 25 Count, Pack of 2 (Previously Solimo)\", \"asin\": \"B0864QL8CM\", \"price\": \"$8.13\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 3)\", \"asin\": \"B07NGSVS8C\"},\n{\"title\": \"Fragrance-Free Makeup Remover Cleansing Towelette Singles, Individually-Wrapped Daily Face Wipes 20 ct\", \"asin\": \"B07XSB69XJ\"},\n{\"title\": \"Make Up Removing Wipes, 200 Cleansing Towelettes\", \"asin\": \"B074HNKTG1\"},\n{\"title\": \"Makeup Remover Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Individually Wrapped, 20 ct (Pack of 2)\", \"asin\": \"B07NGRLNB8\"},\n{\"title\": \"(25 ct., 5 pk.) Makeup Remover & Night Calming Cleansing Towelettes. Makeup Remover Wipes\", \"asin\": \"B0DPNF1PP5\"},\n{\"title\": \"Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0010XUU9M\"},\n{\"title\": \"Make-Up Remover Towelettes 25 Count (Refill)\", \"asin\": \"B007P7QM12\"},\n{\"title\": \"Makeup Remover Cleansing Face Wipes, Daily Cleansing Facial Towelettes to Remove Waterproof Makeup and Mascara, Alcohol-Free, Value Twin Pack, 25 count, 2 Pack\", \"asin\": \"B0182G7AQ0\"},\n{\"title\": \"Gentle Facial Cleansing Wipes, Ultra-Soft Micellar Cleansing Wipes for Effortless Cleansing Made Gentle, Fragrance Free Face Wipes for Sensitive Skin, Hypoallergenic, 25 ct\", \"asin\": \"B0DV7TK5L3\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Fri, Apr 4\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B0884VMYG4\", \"price\": \"$30.43\", \"delivery\": \"FREE delivery Sat, Apr 5 Only 1 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Ultra-Soft Cleansing Towelettes 25 Count (Pack of 3)\", \"asin\": \"B00D25IVVK\", \"price\": \"$14.91\", \"delivery\": \"FREE delivery Apr 15 - 18 Or fastest delivery Mon, Apr 7\"},\n{\"title\": \"Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B07TMQDDMP\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Special Edition Care with Pride Packaging, 25 ct.\", \"asin\": \"B0861BGQZB\", \"price\": \"$8.35\", \"delivery\": \"FREE delivery Thu, Apr 10 Only 3 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes To Remove Dirt, Oil, Waterproof Mascara & Makeup Including Stubborn Halloween Makeup, Gentle, Alcohol-free, 25.0 count\", \"asin\": \"B08G55L516\", \"price\": \"$18.36\", \"delivery\": \"FREE delivery Fri, Apr 11 Only 16 left in stock - order soon.\"},\n{\"title\": \"Makeup Remover Night Calming Cleansing Towelettes, Disposable Nighttime Face Wipes to Remove Dirt, Oil & Makeup, 25 ct (Pack of 2)\", \"asin\": \"B001OMI9HE\"},\n{\"title\": \"Night Calming Cleansing Makeup Remover Face Wipes, Disposable Nighttime Facial Towelettes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Alcohol-Free, 25 ct\", \"asin\": \"B01N1J23VV\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, 25 ct\", \"asin\": \"B01KLK5CVK\"},\n{\"title\": \"Neutrogena Ultra-Soft Makeup Remover Cleansing Towelettes Singles: Plant-Based, 7.2x6.4 inches - 20 Count (Pack of 2)\", \"asin\": \"B0D54L1P4Y\"},\n{\"title\": \"Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Makeup Remover Facial Cleansing Towelette Singles, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, Gentle, Alcohol-Free, Individually Wrapped, 20 ct\", \"asin\": \"B08B6PN2G4\"},\n{\"title\": \"Makeup Remover Cleansing Towelettes, Daily Face Wipes to Remove Dirt, Oil, Makeup & Waterproof Mascara, 25 ct. (Pack of 3)\", \"asin\": \"B001E96NYS\"},\n{\"title\": \"Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 2 PM - 6 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:13.218Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:14.102Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:23:14.102Z
|
click
|
nav_bar
|
rule
|
train
| 2,678 |
2025-04-02T17:23:14.102Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"}
{"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"}
{"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"}
{"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:23:14.102Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:23:14.102Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:23:14.102Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 2678,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:14.102Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"quantity\": \"\"},\n{\"title\": \"Medicube Zero Pore Pads 2.0, Dual-Textured Facial Toner Pads for Exfoliation and Pore Care with 4.5% AHA Lactic Acid & 0.45% BHA Salicylic Acid, Ideal for All Skin Types, Korean Skin Care (70 Pads)\", \"asin\": \"B09V7Z4TJG\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Goli Ashwagandha & Vitamin D Gummy - 60 Count - Mixed Berry, KSM-66, Vegan, Plant Based, Non-GMO, Gluten-Free & Gelatin Free Relax. Restore. Unwind, Pack of 1\", \"asin\": \"B094T2BZCK\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"SkinSmart Facial Cleanser for Acne, Targets Bacteria for Active Teenage Athletes Post Workout and Adult Acne, 8 oz Spray Bottle, Safe for Multiple Daily Uses\", \"asin\": \"B07VRFC3Y7\", \"price\": \"$17.46\", \"quantity\": \"\"},\n{\"title\": \"ANUA Heartleaf Quercetinol Pore Deep Cleansing Foam, Facial Cleanser, for Double Cleansing, BHA, Hyaluronic Acid, Glycerin, Face Wash, Blackhead Remover, Korean Skincare (150ml/5.07 fl.oz.)\", \"asin\": \"B0BVV8BNYJ\", \"price\": \"$13.00\", \"quantity\": \"\"},\n{\"title\": \"ANUA Niacinamide 10 + TXA 4 Serum, Hyaluronic Acid, Tranexamic acid, Vitamin B12, Facial Serum for Glass Skin, Clarifying, Radiant Complexion with Natural Color, Korean Skin Care (30ml /1.01 fl.oz)\", \"asin\": \"B0CLLV2T1P\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pack European Plug Adapter USB C, TESSAN US to Europe Adapter 4 Outlets 3 USB Charger, Type C International Power Adaptor to Italy Spain France Portugal Iceland Germany, Europe Travel Essentials\", \"asin\": \"B0B27HX6P7\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Combat Max 12 Month Roach Killing Bait, Small Roach Bait Station, Child-Resistant, 18 Count\", \"asin\": \"B000KL1LDE\", \"price\": \"$9.44\", \"quantity\": \"\"},\n{\"title\": \"medicube Salmon DNA PDRN pink collagen jelly gel mask | overnight face mask for glass glow skin- elasticity, hydrating, firming and moisturizing | korean skincare, 28g, 4ea\", \"asin\": \"B0DGTMR754\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Hair Shampoo Henna Black - Colour and Shine - 300 Ml / Natural & Organic\", \"asin\": \"B00BDJJEPO\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"medicube Deep Vitamin C Golden Capsule Face Moisturizer - Liposome Capsules For Wrinkles, Skin Radiance - Transparent Gel for Glow Hydration - Korean Skin Care 1.94 oz\", \"asin\": \"B0D2Z3GGCY\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"BAGSMART Toiletry Bag Travel Bag with Hanging Hook, Water-resistant Makeup Cosmetic Bag Travel Organizer for Accessories, Shampoo, Full-size Container, Toiletries (Baby Pink, Medium)\", \"asin\": \"/promo/A16CZSG7KNPJT3\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Cream\"}, {\"Size\": \"8 Set\"}]},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Beige\"}, {\"Size\": \"8Set\"}]},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"7 Count (Pack of 3)\"}]},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"delivery\": \"FREE delivery Sat, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"42 Count (Pack of 1)\"}]},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Reedle Shot 100\"}]},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Cica Daily Soothing Mask\"}]},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"2.1 Ounce (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Ninja BC151BK Blast Portable Blender, Cordless, 18oz. Vessel, Personal Blender-for Shakes & Smoothies, BPA Free, Leakproof-Lid & Sip Spout, USB-C Rechargeable, Dishwasher Safe Parts, Black\", \"asin\": \"B0C2FF4JD1\", \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"Crocs Unisex-Adult Crush Clog, Black, 7 Women/5 Men\", \"asin\": \"B09GHFJHMD\", \"price\": \"$44.95\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"7 Women/5 Men\"}]},\n{\"title\": \"Windshield Sun Shade - Car Sun Shade Windshield, Reflector Sunshade Offers Ultimate Protection for Car Interior\", \"asin\": \"B0CSFGH2XG\", \"options\": [{\"Size\": \"Small(55*28 inch)\"}]},\n{\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"options\": [{\"Style\": \"No. 5\"}]},\n{\"title\": \"HANDPICK Japanese Organic Matcha Green Tea Powder (100 Servings) - Authentic Premium Second Flush Harvest | Resealable Ziplock Pouch\", \"asin\": \"B0C33Q1FSB\", \"price\": \"$14.99\", \"options\": [{\"Flavor Name\": \"Matcha Green Tea\"}]},\n{\"title\": \"Hermes Un Jardin Sur Le Nil By Hermes For Women. Eau De Toilette Spray 1.6 oz\", \"asin\": \"B000E9FRA0\", \"price\": \"$62.08\", \"options\": [{\"Size\": \"1.6 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Lattafa Ameer Al Oud Intense Oud for Unisex Eau de Parfum Spray, 3.4 Ounce\", \"asin\": \"B09JZFZ4BW\", \"price\": \"$19.00\", \"options\": [{\"Scent\": \"OUD\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"Method Hydrating Body Wash, Coconut Milk, Paraben and Phthalate Free, 18 oz (Pack of 1)\", \"asin\": \"B07FPYBPYD\", \"options\": [{\"Scent\": \"Coconut Milk\"}, {\"Size\": \"18 Fl Oz (Pack of 1)\"}]},\n{\"asin\": \"B07FPYBPYD\", \"options\": []},\n{\"title\": \"WLLHYF Nipple Covers Pink\", \"asin\": \"B0BYDSHL6K\", \"options\": []},\n{\"title\": \"WESTREE Dual Monitor Stand Riser, Wood and Steel Monitor Stand Riser, Computer Monitor Stand for 2 Monitors, Multi-Purpose Desktop Storage Stand for Computer,Laptop,Printer,TV\", \"asin\": \"B09QWC568X\", \"options\": [{\"Color\": \"Rustic Brown\"}, {\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:20.513Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:23:20.513Z
|
click_product
|
B0D14W4ZDL
|
rule
|
train
| 2,679 |
2025-04-02T17:23:20.513Z
|
click_product
|
B0D14W4ZDL
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"}
{"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"}
{"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"}
{"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea", "asin": "B0B2RM68G2", "price": "$19.00", "quantity": ""},
{"title": "Medicube Zero Pore Pads 2.0, Dual-Textured Facial Toner Pads for Exfoliation and Pore Care with 4.5% AHA Lactic Acid & 0.45% BHA Salicylic Acid, Ideal for All Skin Types, Korean Skin Care (70 Pads)", "asin": "B09V7Z4TJG", "price": "$17.90", "quantity": ""},
{"title": "Neutrogena Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct", "asin": "B07GKVBQDG", "price": "$6.88", "quantity": ""},
{"title": "Goli Ashwagandha & Vitamin D Gummy - 60 Count - Mixed Berry, KSM-66, Vegan, Plant Based, Non-GMO, Gluten-Free & Gelatin Free Relax. Restore. Unwind, Pack of 1", "asin": "B094T2BZCK", "price": "$14.98", "quantity": ""},
{"title": "SkinSmart Facial Cleanser for Acne, Targets Bacteria for Active Teenage Athletes Post Workout and Adult Acne, 8 oz Spray Bottle, Safe for Multiple Daily Uses", "asin": "B07VRFC3Y7", "price": "$17.46", "quantity": ""},
{"title": "ANUA Heartleaf Quercetinol Pore Deep Cleansing Foam, Facial Cleanser, for Double Cleansing, BHA, Hyaluronic Acid, Glycerin, Face Wash, Blackhead Remover, Korean Skincare (150ml/5.07 fl.oz.)", "asin": "B0BVV8BNYJ", "price": "$13.00", "quantity": ""},
{"title": "ANUA Niacinamide 10 + TXA 4 Serum, Hyaluronic Acid, Tranexamic acid, Vitamin B12, Facial Serum for Glass Skin, Clarifying, Radiant Complexion with Natural Color, Korean Skin Care (30ml /1.01 fl.oz)", "asin": "B0CLLV2T1P", "price": "$22.00", "quantity": ""},
{"title": "2 Pack European Plug Adapter USB C, TESSAN US to Europe Adapter 4 Outlets 3 USB Charger, Type C International Power Adaptor to Italy Spain France Portugal Iceland Germany, Europe Travel Essentials", "asin": "B0B27HX6P7", "price": "$23.99", "quantity": ""},
{"title": "Combat Max 12 Month Roach Killing Bait, Small Roach Bait Station, Child-Resistant, 18 Count", "asin": "B000KL1LDE", "price": "$9.44", "quantity": ""},
{"title": "medicube Salmon DNA PDRN pink collagen jelly gel mask | overnight face mask for glass glow skin- elasticity, hydrating, firming and moisturizing | korean skincare, 28g, 4ea", "asin": "B0DGTMR754", "price": "$17.90", "quantity": ""},
{"title": "Hair Shampoo Henna Black - Colour and Shine - 300 Ml / Natural & Organic", "asin": "B00BDJJEPO", "price": "$17.99", "quantity": ""},
{"title": "medicube Deep Vitamin C Golden Capsule Face Moisturizer - Liposome Capsules For Wrinkles, Skin Radiance - Transparent Gel for Glow Hydration - Korean Skin Care 1.94 oz", "asin": "B0D2Z3GGCY", "price": "$19.90", "quantity": ""},
{"title": "Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue", "asin": "B0011FJPAY", "price": "$1.49", "quantity": ""},
{"title": "BAGSMART Toiletry Bag Travel Bag with Hanging Hook, Water-resistant Makeup Cosmetic Bag Travel Organizer for Accessories, Shampoo, Full-size Container, Toiletries (Baby Pink, Medium)", "asin": "/promo/A16CZSG7KNPJT3", "price": "$16.99", "quantity": ""}],
"active_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Cream"}, {"Size": "8 Set"}]},
{"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Beige"}, {"Size": "8Set"}]},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "7 Count (Pack of 3)"}]},
{"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "delivery": "FREE delivery Sat, Apr 5 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Size": "42 Count (Pack of 1)"}]},
{"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "Reedle Shot 100"}]},
{"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Pattern Name": "Cica Daily Soothing Mask"}]},
{"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "delivery": "Overnight FREE delivery Overnight 7\u202fAM - 11\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "2.1 Ounce (Pack of 1)"}]}],
"saved_items": [{"title": "Ninja BC151BK Blast Portable Blender, Cordless, 18oz. Vessel, Personal Blender-for Shakes & Smoothies, BPA Free, Leakproof-Lid & Sip Spout, USB-C Rechargeable, Dishwasher Safe Parts, Black", "asin": "B0C2FF4JD1", "options": [{"Color": "Black"}]},
{"title": "Crocs Unisex-Adult Crush Clog, Black, 7 Women/5 Men", "asin": "B09GHFJHMD", "price": "$44.95", "options": [{"Color": "Black"}, {"Size": "7 Women/5 Men"}]},
{"title": "Windshield Sun Shade - Car Sun Shade Windshield, Reflector Sunshade Offers Ultimate Protection for Car Interior", "asin": "B0CSFGH2XG", "options": [{"Size": "Small(55*28 inch)"}]},
{"title": "Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\"", "asin": "B07D37SBHF", "options": [{"Style": "No. 5"}]},
{"title": "HANDPICK Japanese Organic Matcha Green Tea Powder (100 Servings) - Authentic Premium Second Flush Harvest | Resealable Ziplock Pouch", "asin": "B0C33Q1FSB", "price": "$14.99", "options": [{"Flavor Name": "Matcha Green Tea"}]},
{"title": "Hermes Un Jardin Sur Le Nil By Hermes For Women. Eau De Toilette Spray 1.6 oz", "asin": "B000E9FRA0", "price": "$62.08", "options": [{"Size": "1.6 Fl Oz (Pack of 1)"}]},
{"title": "Lattafa Ameer Al Oud Intense Oud for Unisex Eau de Parfum Spray, 3.4 Ounce", "asin": "B09JZFZ4BW", "price": "$19.00", "options": [{"Scent": "OUD"}, {"Size": "1 Count (Pack of 1)"}]},
{"title": "Method Hydrating Body Wash, Coconut Milk, Paraben and Phthalate Free, 18 oz (Pack of 1)", "asin": "B07FPYBPYD", "options": [{"Scent": "Coconut Milk"}, {"Size": "18 Fl Oz (Pack of 1)"}]},
{"asin": "B07FPYBPYD", "options": []},
{"title": "WLLHYF Nipple Covers Pink", "asin": "B0BYDSHL6K", "options": []},
{"title": "WESTREE Dual Monitor Stand Riser, Wood and Steel Monitor Stand Riser, Computer Monitor Stand for 2 Monitors, Multi-Purpose Desktop Storage Stand for Computer,Laptop,Printer,TV", "asin": "B09QWC568X", "options": [{"Color": "Rustic Brown"}, {"Size": "Large"}]}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:23:20.513Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:23:20.513Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D14W4ZDL\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:23:20.513Z\",\"action\": \"click_product\",\"acion_argument\": \"B0D14W4ZDL\",}</answer>",
"index": 2679,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"BIODANCE Bio-Collagen Real Deep Mask, Hydrating Overnight Hydrogel Mask, Pore Minimizing, Elasticity Improvement, 34g x4ea\", \"asin\": \"B0B2RM68G2\", \"price\": \"$19.00\", \"quantity\": \"\"},\n{\"title\": \"Medicube Zero Pore Pads 2.0, Dual-Textured Facial Toner Pads for Exfoliation and Pore Care with 4.5% AHA Lactic Acid & 0.45% BHA Salicylic Acid, Ideal for All Skin Types, Korean Skin Care (70 Pads)\", \"asin\": \"B09V7Z4TJG\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes Singles, Individually Wrapped Face Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 20 ct\", \"asin\": \"B07GKVBQDG\", \"price\": \"$6.88\", \"quantity\": \"\"},\n{\"title\": \"Goli Ashwagandha & Vitamin D Gummy - 60 Count - Mixed Berry, KSM-66, Vegan, Plant Based, Non-GMO, Gluten-Free & Gelatin Free Relax. Restore. Unwind, Pack of 1\", \"asin\": \"B094T2BZCK\", \"price\": \"$14.98\", \"quantity\": \"\"},\n{\"title\": \"SkinSmart Facial Cleanser for Acne, Targets Bacteria for Active Teenage Athletes Post Workout and Adult Acne, 8 oz Spray Bottle, Safe for Multiple Daily Uses\", \"asin\": \"B07VRFC3Y7\", \"price\": \"$17.46\", \"quantity\": \"\"},\n{\"title\": \"ANUA Heartleaf Quercetinol Pore Deep Cleansing Foam, Facial Cleanser, for Double Cleansing, BHA, Hyaluronic Acid, Glycerin, Face Wash, Blackhead Remover, Korean Skincare (150ml/5.07 fl.oz.)\", \"asin\": \"B0BVV8BNYJ\", \"price\": \"$13.00\", \"quantity\": \"\"},\n{\"title\": \"ANUA Niacinamide 10 + TXA 4 Serum, Hyaluronic Acid, Tranexamic acid, Vitamin B12, Facial Serum for Glass Skin, Clarifying, Radiant Complexion with Natural Color, Korean Skin Care (30ml /1.01 fl.oz)\", \"asin\": \"B0CLLV2T1P\", \"price\": \"$22.00\", \"quantity\": \"\"},\n{\"title\": \"2 Pack European Plug Adapter USB C, TESSAN US to Europe Adapter 4 Outlets 3 USB Charger, Type C International Power Adaptor to Italy Spain France Portugal Iceland Germany, Europe Travel Essentials\", \"asin\": \"B0B27HX6P7\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Combat Max 12 Month Roach Killing Bait, Small Roach Bait Station, Child-Resistant, 18 Count\", \"asin\": \"B000KL1LDE\", \"price\": \"$9.44\", \"quantity\": \"\"},\n{\"title\": \"medicube Salmon DNA PDRN pink collagen jelly gel mask | overnight face mask for glass glow skin- elasticity, hydrating, firming and moisturizing | korean skincare, 28g, 4ea\", \"asin\": \"B0DGTMR754\", \"price\": \"$17.90\", \"quantity\": \"\"},\n{\"title\": \"Hair Shampoo Henna Black - Colour and Shine - 300 Ml / Natural & Organic\", \"asin\": \"B00BDJJEPO\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"medicube Deep Vitamin C Golden Capsule Face Moisturizer - Liposome Capsules For Wrinkles, Skin Radiance - Transparent Gel for Glow Hydration - Korean Skin Care 1.94 oz\", \"asin\": \"B0D2Z3GGCY\", \"price\": \"$19.90\", \"quantity\": \"\"},\n{\"title\": \"Q-tips Swabs Travel Pack,30 Count, Pack of 1 blue\", \"asin\": \"B0011FJPAY\", \"price\": \"$1.49\", \"quantity\": \"\"},\n{\"title\": \"BAGSMART Toiletry Bag Travel Bag with Hanging Hook, Water-resistant Makeup Cosmetic Bag Travel Organizer for Accessories, Shampoo, Full-size Container, Toiletries (Baby Pink, Medium)\", \"asin\": \"/promo/A16CZSG7KNPJT3\", \"price\": \"$16.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Cream\"}, {\"Size\": \"8 Set\"}]},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Beige\"}, {\"Size\": \"8Set\"}]},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"7 Count (Pack of 3)\"}]},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"delivery\": \"FREE delivery Sat, Apr 5 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"42 Count (Pack of 1)\"}]},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Reedle Shot 100\"}]},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Pattern Name\": \"Cica Daily Soothing Mask\"}]},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"delivery\": \"Overnight FREE delivery Overnight 7\\u202fAM - 11\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"2.1 Ounce (Pack of 1)\"}]}],\n\"saved_items\": [{\"title\": \"Ninja BC151BK Blast Portable Blender, Cordless, 18oz. Vessel, Personal Blender-for Shakes & Smoothies, BPA Free, Leakproof-Lid & Sip Spout, USB-C Rechargeable, Dishwasher Safe Parts, Black\", \"asin\": \"B0C2FF4JD1\", \"options\": [{\"Color\": \"Black\"}]},\n{\"title\": \"Crocs Unisex-Adult Crush Clog, Black, 7 Women/5 Men\", \"asin\": \"B09GHFJHMD\", \"price\": \"$44.95\", \"options\": [{\"Color\": \"Black\"}, {\"Size\": \"7 Women/5 Men\"}]},\n{\"title\": \"Windshield Sun Shade - Car Sun Shade Windshield, Reflector Sunshade Offers Ultimate Protection for Car Interior\", \"asin\": \"B0CSFGH2XG\", \"options\": [{\"Size\": \"Small(55*28 inch)\"}]},\n{\"title\": \"Olaplex No. 5 Bond Maintenance Conditioner, Repairs, Strengthens, & Nourishes All Hair Types, Leaving Hair Feeling Soft & Adds Shine, 8.5 fl oz\\\"\", \"asin\": \"B07D37SBHF\", \"options\": [{\"Style\": \"No. 5\"}]},\n{\"title\": \"HANDPICK Japanese Organic Matcha Green Tea Powder (100 Servings) - Authentic Premium Second Flush Harvest | Resealable Ziplock Pouch\", \"asin\": \"B0C33Q1FSB\", \"price\": \"$14.99\", \"options\": [{\"Flavor Name\": \"Matcha Green Tea\"}]},\n{\"title\": \"Hermes Un Jardin Sur Le Nil By Hermes For Women. Eau De Toilette Spray 1.6 oz\", \"asin\": \"B000E9FRA0\", \"price\": \"$62.08\", \"options\": [{\"Size\": \"1.6 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Lattafa Ameer Al Oud Intense Oud for Unisex Eau de Parfum Spray, 3.4 Ounce\", \"asin\": \"B09JZFZ4BW\", \"price\": \"$19.00\", \"options\": [{\"Scent\": \"OUD\"}, {\"Size\": \"1 Count (Pack of 1)\"}]},\n{\"title\": \"Method Hydrating Body Wash, Coconut Milk, Paraben and Phthalate Free, 18 oz (Pack of 1)\", \"asin\": \"B07FPYBPYD\", \"options\": [{\"Scent\": \"Coconut Milk\"}, {\"Size\": \"18 Fl Oz (Pack of 1)\"}]},\n{\"asin\": \"B07FPYBPYD\", \"options\": []},\n{\"title\": \"WLLHYF Nipple Covers Pink\", \"asin\": \"B0BYDSHL6K\", \"options\": []},\n{\"title\": \"WESTREE Dual Monitor Stand Riser, Wood and Steel Monitor Stand Riser, Computer Monitor Stand for 2 Monitors, Multi-Purpose Desktop Storage Stand for Computer,Laptop,Printer,TV\", \"asin\": \"B09QWC568X\", \"options\": [{\"Color\": \"Rustic Brown\"}, {\"Size\": \"Large\"}]}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:20.513Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0D14W4ZDL\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:27.807Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:23:27.807Z
|
click
|
product_option
|
rule
|
train
| 2,680 |
2025-04-02T17:23:27.807Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"}
{"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"}
{"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"}
{"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T17:23:20.513Z", "action": "click_product", "action_argument": "B0D14W4ZDL"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"product_details": [{"asin": "B0D14W4ZDL"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "7 Count (Pack of 1)"}],
"promotion_items": [{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""},
{"title": "Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)", "asin": "B093T3LQPP", "price": "$16.41", "quantity": ""},
{"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""},
{"title": "CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "quantity": ""},
{"title": "Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift", "asin": "B016P3HI64", "price": "$15.99", "quantity": ""}],
"comparison_items": [{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "price": "$5.97"},
{"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54"},
{"title": "Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes", "asin": "B0BR38BRTR", "price": "$4.24"},
{"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:23:27.807Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:23:27.807Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:23:27.807Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2680,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"product_details\": [{\"asin\": \"B0D14W4ZDL\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:23:27.807Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D14W4ZDL\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:03.319Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:24:03.319Z
|
click
|
product_option
|
rule
|
train
| 2,681 |
2025-04-02T17:24:03.319Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"}
{"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"}
{"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"}
{"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T17:23:20.513Z", "action": "click_product", "action_argument": "B0D14W4ZDL"}
{"timestamp": "2025-04-02T17:23:27.807Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"},
{"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"},
{"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"},
{"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"},
{"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"},
{"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"},
{"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}],
"product_details": [{"asin": "B0D14W4ZDL"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "7 Count (Pack of 1)"}],
"promotion_items": [{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""},
{"title": "Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)", "asin": "B093T3LQPP", "price": "$16.41", "quantity": ""},
{"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""},
{"title": "CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count", "asin": "B09LXWPB1V", "price": "$8.99", "quantity": ""},
{"title": "Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift", "asin": "B016P3HI64", "price": "$15.99", "quantity": ""}],
"comparison_items": [{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "price": "$5.97"},
{"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54"},
{"title": "Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes", "asin": "B0BR38BRTR", "price": "$4.24"},
{"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:24:03.319Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:24:03.319Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:24:03.319Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 2681,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0D14W4ZDL\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Burt's Bees Rose Water Face Wipes, for All Skin Types, Hydrating Micellar Makeup Remover & Facial Cleansing Towelettes, 30 Ct (3-Pack)\", \"asin\": \"B093T3LQPP\", \"price\": \"$16.41\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleansing Makeup Remover Wipes, Plant Based Face Wipes, Biodegradable in Home Compost, Face Wash Cloth, Suitable for Sensitive Skin, Fragrance-free Non-comedogenic, 25 Count\", \"asin\": \"B09LXWPB1V\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Epielle Argan Oil Makeup Remover Cleansing Wipes Tissue | Gentle for all Skin Types | Daily Facial Cleansing Towelettes | Removes Dirt, Oil, Makeup (Pack of 6), Easter Gift\", \"asin\": \"B016P3HI64\", \"price\": \"$15.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"price\": \"$5.97\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:03.319Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-02T17:24:03.319Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01EMYW7BY\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\"},\n{\"price\": \"$1.99\"},\n{\"bullet_list\": \"Set includes make-up remover cleansing towelettes\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Pacifica Makeup Remover Face Wipes - Daily Facial Cleansing & Exfoliating Towelettes - Biodegradable - Organic - w/ Gycolic Acid - Clean Beauty Vegan & Cruelty-Free Dermatologist Tested 30 Count\", \"asin\": \"B07ZLCRM5G\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"quantity\": \"\"},\n{\"title\": \"Makeup Remover Cloth, 6\\\" x 6\\\" Make Up Towels Reusable Face Cloth for Washing Face, ...\", \"asin\": \"B086BJQBNW\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:07.406Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-02T17:24:07.406Z
|
purchase
|
B01EMYW7BY
|
rule
|
train
| 2,682 |
2025-04-02T17:24:07.406Z
|
purchase
|
B01EMYW7BY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-02T17:21:34.775Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:21:41.838Z", "action": "input", "action_argument": "makeup cleaner"}
{"timestamp": "2025-04-02T17:22:15.363Z", "action": "click_product", "action_argument": "B00U2VQZDS"}
{"timestamp": "2025-04-02T17:22:22.145Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-02T17:22:41.692Z", "action": "input", "action_argument": "Neutrogena Makeup Remover Wipes"}
{"timestamp": "2025-04-02T17:22:41.921Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-02T17:23:13.218Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T17:23:14.102Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-02T17:23:20.513Z", "action": "click_product", "action_argument": "B0D14W4ZDL"}
{"timestamp": "2025-04-02T17:23:27.807Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-02T17:24:03.319Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream", "asin": "B08S35399Y", "price": "$14.44", "quantity": "1"},
{"title": "8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women", "asin": "B09TSWZ527", "price": "$12.99", "quantity": "1"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)", "asin": "B0D14W4ZDL", "price": "$5.97", "quantity": "1"},
{"title": "Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)", "asin": "B00FJ3Q5T8", "price": "$15.77", "quantity": "1"},
{"title": "OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count", "asin": "B01M1HYRNJ", "price": "$11.96", "quantity": "1"},
{"title": "VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)", "asin": "B0C2TQ24VY", "price": "$18.47", "quantity": "1"},
{"title": "VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare", "asin": "B083X5R6VR", "price": "$17.79", "quantity": "1"},
{"title": "Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)", "asin": "B000QRAXSG", "price": "$6.99", "quantity": "1"}],
"product_details": [{"asin": "B01EMYW7BY"},
{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary"},
{"price": "$1.99"},
{"bullet_list": "Set includes make-up remover cleansing towelettes"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "7 Count (Pack of 1)"}],
"promotion_items": [{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct", "asin": "B00U2VQZDS", "price": "$9.79", "quantity": ""},
{"title": "Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct", "asin": "B0722L6H9C", "price": "$9.79", "quantity": ""},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79", "quantity": ""},
{"title": "Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct", "asin": "B07XC569XF", "price": "$11.38", "quantity": ""},
{"title": "Pacifica Makeup Remover Face Wipes - Daily Facial Cleansing & Exfoliating Towelettes - Biodegradable - Organic - w/ Gycolic Acid - Clean Beauty Vegan & Cruelty-Free Dermatologist Tested 30 Count", "asin": "B07ZLCRM5G", "quantity": ""},
{"title": "Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz", "asin": "B07T9JV956", "price": "$9.57", "quantity": ""},
{"title": "Makeup Remover Cloth, 6\" x 6\" Make Up Towels Reusable Face Cloth for Washing Face, ...", "asin": "B086BJQBNW", "price": "$9.99", "quantity": ""}],
"comparison_items": [{"title": "Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary", "asin": "B01EMYW7BY", "price": "$1.99"},
{"title": "Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct", "asin": "B0009F3O18", "price": "$7.27"},
{"title": "Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack", "asin": "B00MLBPDQ2", "price": "$33.54"},
{"title": "Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes", "asin": "B0BR38BRTR", "price": "$4.24"},
{"title": "Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct", "asin": "B0195I8XR4", "price": "$5.49"},
{"title": "Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count", "asin": "B01M4NFD2N", "price": "$6.79"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-02T17:24:07.406Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-02T17:24:07.406Z\",\"action\": \"purchase\",\"acion_argument\": \"B01EMYW7BY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-02T17:24:07.406Z\",\"action\": \"purchase\",\"acion_argument\": \"B01EMYW7BY\",}</answer>",
"index": 2682,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-02T17:21:34.775Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:21:41.838Z\", \"action\": \"input\", \"action_argument\": \"makeup cleaner\"}\n{\"timestamp\": \"2025-04-02T17:22:15.363Z\", \"action\": \"click_product\", \"action_argument\": \"B00U2VQZDS\"}\n{\"timestamp\": \"2025-04-02T17:22:22.145Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-02T17:22:41.692Z\", \"action\": \"input\", \"action_argument\": \"Neutrogena Makeup Remover Wipes\"}\n{\"timestamp\": \"2025-04-02T17:22:41.921Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-02T17:23:13.218Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:14.102Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-02T17:23:20.513Z\", \"action\": \"click_product\", \"action_argument\": \"B0D14W4ZDL\"}\n{\"timestamp\": \"2025-04-02T17:23:27.807Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-02T17:24:03.319Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"BAGAIL 8 Set Packing Cubes Luggage Organizer Bags for Travel Accessories-Cream\", \"asin\": \"B08S35399Y\", \"price\": \"$14.44\", \"quantity\": \"1\"},\n{\"title\": \"8 Set Packing Cubes for Suitcases, kingdalux Travel Luggage Packing Organizers with Laundry Bag, Compression Storage Shoe Bag, Clothing Underwear Bag, for Man & Women\", \"asin\": \"B09TSWZ527\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary (Pack of 3)\", \"asin\": \"B0D14W4ZDL\", \"price\": \"$5.97\", \"quantity\": \"1\"},\n{\"title\": \"Colouring Hair Mask - Repairs and Colours - 300 Ml / Natural & Organic. (Black Hair)\", \"asin\": \"B00FJ3Q5T8\", \"price\": \"$15.77\", \"quantity\": \"1\"},\n{\"title\": \"OLLY Goodbye Stress Gummy, GABA, L-Theanine, Lemon Balm, Stress Relief Supplement, Berry - 42 Count\", \"asin\": \"B01M1HYRNJ\", \"price\": \"$11.96\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS CICA Reedle Shot 100, Spicule Microneedling Serum for Pore Care & Exfoliation, Exosome, Centella Asiatica for Glass Skin, Skin Texture, Korean Liquid Skin Booster (1.69 Fl Oz / 50ml)\", \"asin\": \"B0C2TQ24VY\", \"price\": \"$18.47\", \"quantity\": \"1\"},\n{\"title\": \"VT COSMETICS Daily Soothing Mask 30ea, Facial Sheet Mask for Moist & Hydrating, 30 Day Supply, Centella Asiatica Face Mask, Instant Calm & Glow, Korean Skincare\", \"asin\": \"B083X5R6VR\", \"price\": \"$17.79\", \"quantity\": \"1\"},\n{\"title\": \"Combat Max Roach Killing Gel for Indoor and Outdoor Use, 1 Syringe, 2.1 Ounce (Pack of 1)\", \"asin\": \"B000QRAXSG\", \"price\": \"$6.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B01EMYW7BY\"},\n{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\"},\n{\"price\": \"$1.99\"},\n{\"bullet_list\": \"Set includes make-up remover cleansing towelettes\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"7 Count (Pack of 1)\"}],\n\"promotion_items\": [{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 2 x 25 ct\", \"asin\": \"B00U2VQZDS\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Cleansing Fragrance Free Makeup Remover Face Wipes, Cleansing Facial Towelettes for Waterproof Makeup, Alcohol-Free, Unscented, 100% Plant-Based Fibers, Twin Pack, 2 x 25 ct\", \"asin\": \"B0722L6H9C\", \"price\": \"$9.79\", \"quantity\": \"\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Hydro Boost Face Wipes + Hyaluronic Acid, Hydrating Makeup Remover Wipes Remove Dirt & Waterproof Makeup, Hypoallergenic, 100% Plant-Based Cloth, 2 x 25 ct\", \"asin\": \"B07XC569XF\", \"price\": \"$11.38\", \"quantity\": \"\"},\n{\"title\": \"Pacifica Makeup Remover Face Wipes - Daily Facial Cleansing & Exfoliating Towelettes - Biodegradable - Organic - w/ Gycolic Acid - Clean Beauty Vegan & Cruelty-Free Dermatologist Tested 30 Count\", \"asin\": \"B07ZLCRM5G\", \"quantity\": \"\"},\n{\"title\": \"Neutrogena Gentle Oil-Free Eye Makeup Remover & Cleanser for Sensitive Eyes, Non-Greasy Makeup Remover, Waterproof Mascara Remover, Dermatologist & Ophthalmologist Tested, 8 fl. oz\", \"asin\": \"B07T9JV956\", \"price\": \"$9.57\", \"quantity\": \"\"},\n{\"title\": \"Makeup Remover Cloth, 6\\\" x 6\\\" Make Up Towels Reusable Face Cloth for Washing Face, ...\", \"asin\": \"B086BJQBNW\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Neutrogena Make-Up Remover Cleansing Towelettes, 7 Count, Packaging May Vary\", \"asin\": \"B01EMYW7BY\", \"price\": \"$1.99\"},\n{\"title\": \"Neutrogena Makeup Remover Facial Cleansing Towelettes, Daily Face Wipes Remove Dirt, Oil, Sweat, Makeup & Waterproof Mascara, Gentle, Soap- & Alcohol-Free, 100% Plant-Based Cloth, 25 ct\", \"asin\": \"B0009F3O18\", \"price\": \"$7.27\"},\n{\"title\": \"Neutrogena Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Cleanse and Remove Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct, 6 Pack\", \"asin\": \"B00MLBPDQ2\", \"price\": \"$33.54\"},\n{\"title\": \"Amazon Basics Fragrance Free Makeup Remover Wipes, 25 wipes\", \"asin\": \"B0BR38BRTR\", \"price\": \"$4.24\"},\n{\"title\": \"Neutrogena Fragrance-Free Makeup Remover Wipes, Daily Facial Cleanser Towelettes, Gently Removes Oil & Makeup, Alcohol-Free Makeup Wipes, 25 ct\", \"asin\": \"B0195I8XR4\", \"price\": \"$5.49\"},\n{\"title\": \"Cetaphil Gentle Makeup Removing Face Wipes, Daily Cleansing Facial Towelettes Gently Remove Makeup, Fragrance and Alcohol Free, 25 Count\", \"asin\": \"B01M4NFD2N\", \"price\": \"$6.79\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-02T17:24:07.406Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T17:28:11.493Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T17:28:11.493Z
|
click
|
search
|
rule
|
train
| 2,683 |
2025-04-08T17:28:11.493Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T17:28:11.493Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T17:28:11.493Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T17:28:11.493Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2683,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T17:28:11.493Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T17:28:11.493Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"dashcam\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T17:28:16.520Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T17:28:16.520Z
|
click
|
search
|
rule
|
train
| 2,684 |
2025-04-08T17:28:16.520Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-08T17:28:11.493Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "dashcam"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T17:28:16.520Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T17:28:16.520Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T17:28:16.520Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 2684,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T17:28:11.493Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"dashcam\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T17:28:16.520Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T17:28:11.493Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T17:28:16.520Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"dashcam\"}],\n\"promotion_items\": [{\"title\": \"Vantrue N2X 2.7K Uber Dash Cam Front and Inside, 5G WiFi Dual Dash Camera for Car with HDR IR Night Vision, STARVIS 2, GPS, 2.5K/60FPS, LTE Support, 24/7 Parking Mode, Voice Control, Support 512GB Max\", \"asin\": \"B0D9GRRXH5\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue E1 Pro 4K Mini Dash Cam Front, STARVIS 2 PlatePix\\u2122 HDR Night Vision Car Camera, Built-in 5G WiFi GPS, 1.54'' IPS Screen, LTE Support, Voice Control, 24/7 Buffered Parking Mode, Support 1TB Max\", \"asin\": \"B0DSKXJV3H\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"VANTRUE N4 3 Channel Dash Cam, 4K+1080P Dual Channel, 1440P+1080P+1080P Front Inside Rear Three Way Triple Car Dash Camera, IR Night Vision, Capacitor, 24 Hours Parking Mode, Support 256GB Max\", \"asin\": \"B083V6K8RH\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue N5 4 Channel WiFi 360\\u00b0 All Sides Dash Cam, STARVIS 2, IR Night Vision, 2.7K+1080P*3 Front Rear Inside Dashcam, Voice Control, GPS, 24 Hours Buffered Parking Mode Dash Camera, Support 512GB Max\", \"asin\": \"B0C58H2CSP\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue N2X 2.7K Uber Dash Cam Front and Inside, 5G WiFi Dual Dash Camera for Car with HDR IR Night Vision, STARVIS 2, GPS, 2.5K/60FPS, LTE Support, 24/7 Parking Mode, Voice Control, Support 512GB Max\", \"asin\": \"B0D9GRRXH5\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue N5 4 Channel WiFi 360\\u00b0 All Sides Dash Cam, STARVIS 2, IR Night Vision, 2.7K+1080P*3 Front Rear Inside Dashcam, Voice Control, GPS, 24 Hours Buffered Parking Mode Dash Camera, Support 512GB Max\", \"asin\": \"B0C58H2CSP\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue E1 Pro 4K Mini Dash Cam Front, STARVIS 2 PlatePix\\u2122 HDR Night Vision Car Camera, Built-in 5G WiFi GPS, 1.54'' IPS Screen, LTE Support, Voice Control, 24/7 Buffered Parking Mode, Support 1TB Max\", \"asin\": \"B0DSKXJV3H\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"VANTRUE N4 3 Channel Dash Cam, 4K+1080P Dual Channel, 1440P+1080P+1080P Front Inside Rear Three Way Triple Car Dash Camera, IR Night Vision, Capacitor, 24 Hours Parking Mode, Support 256GB Max\", \"asin\": \"B083V6K8RH\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue N4 Pro 4K 3 Channel Dash Cam, STARVIS 2 IMX678 x PlatePix\\u2122 x HDR Night Vision, 4K+1080P+1080P Front Inside and Rear Dash Camera, Voice Control, WiFi, GPS, 24H Parking Mode, Support 512GB Max\", \"asin\": \"B0C3M7HPRT\", \"price\": \"$379.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"REDTIGER Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Free 32GB Card, Built-in Wi-Fi GPS, 3.16\\u201d IPS Screen, Night Vision, 170\\u00b0Wide Angle, WDR, 24H Parking Mode\", \"asin\": \"B098WVKF19\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"REDTIGER 4K 3 Channel Dash Cam, 5GHz WiFi Built-in GPS with 64GB Card, 2160P+1080P+1080P Front and Rear Inside, Triple Car Camera with 3 Inch Screen, IR Night Vision, G Sensor, WDR, Parking Mode(F17)\", \"asin\": \"B0CSPBJ2HM\", \"price\": \"$144.49\", \"delivery\": \"FREE delivery Mon, Apr 14 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"REDTIGER Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Free 32GB Card, Built-in Wi-Fi GPS, 3.16\\u201d IPS Screen, Night Vision, 170\\u00b0Wide Angle, WDR, 24H Parking Mode\", \"asin\": \"B098WVKF19\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"ROVE R2-4K DUAL Dash Cam Front and Rear, STARVIS 2 Sensor, FREE 128GB Card Included, 5G WiFi - up to 20MB/s Fastest Download Speed with App, 4K 2160P/FHD Dash Camera for Cars, 3\\\" IPS, 24H Parking Mode\", \"asin\": \"B0D6J5B98H\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam 4K Front, Built-in WiFi GPS Dash Camera for Cars, 3.2\\\" IPS Screen Dashcam with App Control, Free 32G Card, 170\\u00b0Wide Angle, 24H ParkingMode, WDR, Night Vision, G-Sensor\", \"asin\": \"B0CT78DLY2\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam WiFi 2K, Car Camera with APP, Front Dash Camera for Cars, Mini Dashcams with WDR Night Vision, 24 Hours Parking Monitor, Loop Recording, G-Sensor\", \"asin\": \"B0CKXMKRCS\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam, 2.5K WiFi Dash Camera for Cars, E-YEEGER Mini Dashcam with App, Front Car Camera, G-Sensor, Loop Recording, Night Vision, 24H Parking Mode, 32G SD Card Included, Support 256GB Max\", \"asin\": \"B0DX6394SS\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Vantrue N2X 2.7K Uber Dash Cam Front and Inside, 5G WiFi Dual Dash Camera for Car with HDR IR Night Vision, STARVIS 2, GPS, 2.5K/60FPS, LTE Support, 24/7 Parking Mode, Voice Control, Support 512GB Max\", \"asin\": \"B0D9GRRXH5\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"4K Dash Cam Front and Rear, Built-in 5G WiFi GPS, 64GB Card Included, 3.59'' IPS Screen Dash Camera for Cars, Dual Dashcam with G-Sensor, Loop Recording, WDR, Night Vision, 24H Parking Monitor\", \"asin\": \"B0DG5R2K4J\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"K600 4k Dash Cam Front and Rear, 3.59\\\" IPS Screen, Built-in GPS 5G WiFi Dash Camera for Cars with App, UHD 2160P Night Vision Free 32G SD Card, 170\\u00b0 Wide Angle, HDR, 24H Parking Mode\", \"asin\": \"B0D65FNPVP\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Vantrue E1 Pro 4K Mini Dash Cam Front, STARVIS 2 PlatePix\\u2122 HDR Night Vision Car Camera, Built-in 5G WiFi GPS, 1.54'' IPS Screen, LTE Support, Voice Control, 24/7 Buffered Parking Mode, Support 1TB Max\", \"asin\": \"B0DSKXJV3H\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Camera, 4K/1080p Dash Camera Front and Rear, Built-in 5GWiFi, Dash Cam with 64GB SD Card, Full HD 2.0\\u201d IPS Screen, for App Control, G-Sensor, Loop Recording, and Parking Mode\", \"asin\": \"B0DTSV4TJ9\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Dash Cam Front and Rear: 4K Dual Channel Dash Cam - 5GHz WiFi, Dash Camera for Cars with 64GB Card, 2.0\\\" IPS Screen, App Control, G-Sensor, Loop Recording, 170\\u00b0 Wide Angle, Night Vision, Parking Mode\", \"asin\": \"B0DHZDBJKY\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"5K 3 Channel Dash Cam, Wi-Fi GPS with 64GB Card, 4K+1080P+1080P Front and Rear Inside Triple Car Camera with 3'' IPS Screen, IR Night Vision, Voice Control, 24H Parking Monitor, 512GB Max\", \"asin\": \"B0CTZMG9PZ\", \"price\": \"$84.98\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Miden S7 2.5K Dash Cam Front and Rear,64G SD Card,1600P+1080P FHD Dual Dash Camera for Cars,176\\u00b0+160\\u00b0 Wide Angle,3.2'' IPS Screen Dashcam,G-Sensor,Loop Recording,WDR,Night Vision,24H Parking Monitor\", \"asin\": \"B0D9HV26KX\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam 1296P Front Dashcam, V300 WiFi Dash Camera for Cars with App, Night Vision, Mini Hidden Single Car Camera, Loop Recording, 24H Parking Mode, Support 256GB Max, Black\", \"asin\": \"B0D2Y1PM8V\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"E1 Lite 1080P WiFi Mini Dash Cam with GPS and Speed, Free App, Voice Control Detachable Dash Camera, 24 Hours Parking Mode, Night Vision, Motion Detection, Loop Recording, Support 512GB Max\", \"asin\": \"B0BGGGG4VW\", \"price\": \"$71.97\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"iZEEKER 2.5K Dash Cam, 1440P QHD Car Camera with Free 32GB Card, 3\\\" IPS Display, Night Vision, WDR, 170\\u00b0Wide Angle, Loop Recording, G-Sensor Emergency Recording, 24H Parking Mode, Type C\", \"asin\": \"B09YQ6N6HJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam Front and Rear 4K+1080P, Free 64GB Card, Built-in WiFi, Dash Camera for Cars, Car Camera, Dual Dashcams for Cars with Night Vision, 24 Hours Parking Monitor, Loop Recording\", \"asin\": \"B0BKF6XQVY\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Vantrue N5 4 Channel WiFi 360\\u00b0 All Sides Dash Cam, STARVIS 2, IR Night Vision, 2.7K+1080P*3 Front Rear Inside Dashcam, Voice Control, GPS, 24 Hours Buffered Parking Mode Dash Camera, Support 512GB Max\", \"asin\": \"B0C58H2CSP\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"REDTIGER 4K Dash Cam Front and Rear, STARVIS 2 Sensor, Touch Screen 3.18\\\", 128GB Card Included, Voice Control, 5.8GHz WiFi Car Dash Camera, GPS, Night Vision, Emergency Lock, Parking Mode (F7N Touch)\", \"asin\": \"B0C6YBHKJ5\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam Front and Rear: 2.5K+1080P Dual Dash Camera for Cars, Ecomoment S70 Car Camer with 3.16\\\" IPS Screen, 170\\u00b0 Wide Angle, Night Vision, G-Sensor, 24H Parking Monitor, 32GB SD Card Included\", \"asin\": \"B0D2VPCMHK\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam WiFi FHD 1080P Car Camera, Front Dash Camera for Cars, Mini Dashcams for Cars with Night Vision, 24 Hours Parking Mode, WDR, Loop Recording, G-Sensor, APP, Support 128GB Max\", \"asin\": \"B0B7WND1G2\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam Front and Rear Inside, 3 Channel Dash Camera for Cars, 1080P Triple Dash Cam, Dash Camera with 32GB Card, Loop Recording, HDR, G-Sensor, 24Hr Parking\", \"asin\": \"B0C2Y6WXJ7\", \"price\": \"$48.43\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T17:28:21.520Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T17:28:21.520Z
|
click_product
|
B098WVKF19
|
rule
|
train
| 2,685 |
2025-04-08T17:28:21.520Z
|
click_product
|
B098WVKF19
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-08T17:28:11.493Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T17:28:16.520Z", "action": "click", "action_argument": "search"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "dashcam"}],
"promotion_items": [{"title": "Vantrue N2X 2.7K Uber Dash Cam Front and Inside, 5G WiFi Dual Dash Camera for Car with HDR IR Night Vision, STARVIS 2, GPS, 2.5K/60FPS, LTE Support, 24/7 Parking Mode, Voice Control, Support 512GB Max", "asin": "B0D9GRRXH5", "price": "$199.99", "quantity": ""},
{"title": "Vantrue E1 Pro 4K Mini Dash Cam Front, STARVIS 2 PlatePix\u2122 HDR Night Vision Car Camera, Built-in 5G WiFi GPS, 1.54'' IPS Screen, LTE Support, Voice Control, 24/7 Buffered Parking Mode, Support 1TB Max", "asin": "B0DSKXJV3H", "price": "$119.99", "quantity": ""},
{"title": "VANTRUE N4 3 Channel Dash Cam, 4K+1080P Dual Channel, 1440P+1080P+1080P Front Inside Rear Three Way Triple Car Dash Camera, IR Night Vision, Capacitor, 24 Hours Parking Mode, Support 256GB Max", "asin": "B083V6K8RH", "price": "$259.99", "quantity": ""},
{"title": "Vantrue N5 4 Channel WiFi 360\u00b0 All Sides Dash Cam, STARVIS 2, IR Night Vision, 2.7K+1080P*3 Front Rear Inside Dashcam, Voice Control, GPS, 24 Hours Buffered Parking Mode Dash Camera, Support 512GB Max", "asin": "B0C58H2CSP", "price": "$299.99", "quantity": ""},
{"title": "Vantrue N2X 2.7K Uber Dash Cam Front and Inside, 5G WiFi Dual Dash Camera for Car with HDR IR Night Vision, STARVIS 2, GPS, 2.5K/60FPS, LTE Support, 24/7 Parking Mode, Voice Control, Support 512GB Max", "asin": "B0D9GRRXH5", "price": "$199.99", "quantity": ""},
{"title": "Vantrue N5 4 Channel WiFi 360\u00b0 All Sides Dash Cam, STARVIS 2, IR Night Vision, 2.7K+1080P*3 Front Rear Inside Dashcam, Voice Control, GPS, 24 Hours Buffered Parking Mode Dash Camera, Support 512GB Max", "asin": "B0C58H2CSP", "price": "$299.99", "quantity": ""},
{"title": "Vantrue E1 Pro 4K Mini Dash Cam Front, STARVIS 2 PlatePix\u2122 HDR Night Vision Car Camera, Built-in 5G WiFi GPS, 1.54'' IPS Screen, LTE Support, Voice Control, 24/7 Buffered Parking Mode, Support 1TB Max", "asin": "B0DSKXJV3H", "price": "$119.99", "quantity": ""},
{"title": "VANTRUE N4 3 Channel Dash Cam, 4K+1080P Dual Channel, 1440P+1080P+1080P Front Inside Rear Three Way Triple Car Dash Camera, IR Night Vision, Capacitor, 24 Hours Parking Mode, Support 256GB Max", "asin": "B083V6K8RH", "price": "$259.99", "quantity": ""},
{"title": "Vantrue N4 Pro 4K 3 Channel Dash Cam, STARVIS 2 IMX678 x PlatePix\u2122 x HDR Night Vision, 4K+1080P+1080P Front Inside and Rear Dash Camera, Voice Control, WiFi, GPS, 24H Parking Mode, Support 512GB Max", "asin": "B0C3M7HPRT", "price": "$379.99", "quantity": ""}],
"search_results": [{"title": "REDTIGER Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Free 32GB Card, Built-in Wi-Fi GPS, 3.16\u201d IPS Screen, Night Vision, 170\u00b0Wide Angle, WDR, 24H Parking Mode", "asin": "B098WVKF19", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "REDTIGER 4K 3 Channel Dash Cam, 5GHz WiFi Built-in GPS with 64GB Card, 2160P+1080P+1080P Front and Rear Inside, Triple Car Camera with 3 Inch Screen, IR Night Vision, G Sensor, WDR, Parking Mode(F17)", "asin": "B0CSPBJ2HM", "price": "$144.49", "delivery": "FREE delivery Mon, Apr 14 Or fastest delivery Thu, Apr 10"},
{"title": "REDTIGER Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Free 32GB Card, Built-in Wi-Fi GPS, 3.16\u201d IPS Screen, Night Vision, 170\u00b0Wide Angle, WDR, 24H Parking Mode", "asin": "B098WVKF19", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "ROVE R2-4K DUAL Dash Cam Front and Rear, STARVIS 2 Sensor, FREE 128GB Card Included, 5G WiFi - up to 20MB/s Fastest Download Speed with App, 4K 2160P/FHD Dash Camera for Cars, 3\" IPS, 24H Parking Mode", "asin": "B0D6J5B98H", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "Dash Cam 4K Front, Built-in WiFi GPS Dash Camera for Cars, 3.2\" IPS Screen Dashcam with App Control, Free 32G Card, 170\u00b0Wide Angle, 24H ParkingMode, WDR, Night Vision, G-Sensor", "asin": "B0CT78DLY2", "price": "$55.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "Dash Cam WiFi 2K, Car Camera with APP, Front Dash Camera for Cars, Mini Dashcams with WDR Night Vision, 24 Hours Parking Monitor, Loop Recording, G-Sensor", "asin": "B0CKXMKRCS", "price": "$49.98", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "Dash Cam, 2.5K WiFi Dash Camera for Cars, E-YEEGER Mini Dashcam with App, Front Car Camera, G-Sensor, Loop Recording, Night Vision, 24H Parking Mode, 32G SD Card Included, Support 256GB Max", "asin": "B0DX6394SS", "price": "$29.99", "delivery": "FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9"},
{"title": "Vantrue N2X 2.7K Uber Dash Cam Front and Inside, 5G WiFi Dual Dash Camera for Car with HDR IR Night Vision, STARVIS 2, GPS, 2.5K/60FPS, LTE Support, 24/7 Parking Mode, Voice Control, Support 512GB Max", "asin": "B0D9GRRXH5", "price": "$199.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "4K Dash Cam Front and Rear, Built-in 5G WiFi GPS, 64GB Card Included, 3.59'' IPS Screen Dash Camera for Cars, Dual Dashcam with G-Sensor, Loop Recording, WDR, Night Vision, 24H Parking Monitor", "asin": "B0DG5R2K4J", "price": "$79.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "K600 4k Dash Cam Front and Rear, 3.59\" IPS Screen, Built-in GPS 5G WiFi Dash Camera for Cars with App, UHD 2160P Night Vision Free 32G SD Card, 170\u00b0 Wide Angle, HDR, 24H Parking Mode", "asin": "B0D65FNPVP", "price": "$89.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "Vantrue E1 Pro 4K Mini Dash Cam Front, STARVIS 2 PlatePix\u2122 HDR Night Vision Car Camera, Built-in 5G WiFi GPS, 1.54'' IPS Screen, LTE Support, Voice Control, 24/7 Buffered Parking Mode, Support 1TB Max", "asin": "B0DSKXJV3H", "price": "$119.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "Dash Camera, 4K/1080p Dash Camera Front and Rear, Built-in 5GWiFi, Dash Cam with 64GB SD Card, Full HD 2.0\u201d IPS Screen, for App Control, G-Sensor, Loop Recording, and Parking Mode", "asin": "B0DTSV4TJ9", "price": "$59.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Thu, Apr 10"},
{"title": "Dash Cam Front and Rear: 4K Dual Channel Dash Cam - 5GHz WiFi, Dash Camera for Cars with 64GB Card, 2.0\" IPS Screen, App Control, G-Sensor, Loop Recording, 170\u00b0 Wide Angle, Night Vision, Parking Mode", "asin": "B0DHZDBJKY", "price": "$59.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "5K 3 Channel Dash Cam, Wi-Fi GPS with 64GB Card, 4K+1080P+1080P Front and Rear Inside Triple Car Camera with 3'' IPS Screen, IR Night Vision, Voice Control, 24H Parking Monitor, 512GB Max", "asin": "B0CTZMG9PZ", "price": "$84.98", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "Miden S7 2.5K Dash Cam Front and Rear,64G SD Card,1600P+1080P FHD Dual Dash Camera for Cars,176\u00b0+160\u00b0 Wide Angle,3.2'' IPS Screen Dashcam,G-Sensor,Loop Recording,WDR,Night Vision,24H Parking Monitor", "asin": "B0D9HV26KX", "price": "$31.99", "delivery": "FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9"},
{"title": "Dash Cam 1296P Front Dashcam, V300 WiFi Dash Camera for Cars with App, Night Vision, Mini Hidden Single Car Camera, Loop Recording, 24H Parking Mode, Support 256GB Max, Black", "asin": "B0D2Y1PM8V", "price": "$27.99", "delivery": "FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9"},
{"title": "E1 Lite 1080P WiFi Mini Dash Cam with GPS and Speed, Free App, Voice Control Detachable Dash Camera, 24 Hours Parking Mode, Night Vision, Motion Detection, Loop Recording, Support 512GB Max", "asin": "B0BGGGG4VW", "price": "$71.97", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "iZEEKER 2.5K Dash Cam, 1440P QHD Car Camera with Free 32GB Card, 3\" IPS Display, Night Vision, WDR, 170\u00b0Wide Angle, Loop Recording, G-Sensor Emergency Recording, 24H Parking Mode, Type C", "asin": "B09YQ6N6HJ", "price": "$29.99", "delivery": "FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9"},
{"title": "Dash Cam Front and Rear 4K+1080P, Free 64GB Card, Built-in WiFi, Dash Camera for Cars, Car Camera, Dual Dashcams for Cars with Night Vision, 24 Hours Parking Monitor, Loop Recording", "asin": "B0BKF6XQVY", "price": "$59.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "Vantrue N5 4 Channel WiFi 360\u00b0 All Sides Dash Cam, STARVIS 2, IR Night Vision, 2.7K+1080P*3 Front Rear Inside Dashcam, Voice Control, GPS, 24 Hours Buffered Parking Mode Dash Camera, Support 512GB Max", "asin": "B0C58H2CSP", "price": "$299.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "REDTIGER 4K Dash Cam Front and Rear, STARVIS 2 Sensor, Touch Screen 3.18\", 128GB Card Included, Voice Control, 5.8GHz WiFi Car Dash Camera, GPS, Night Vision, Emergency Lock, Parking Mode (F7N Touch)", "asin": "B0C6YBHKJ5", "price": "$149.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "Dash Cam Front and Rear: 2.5K+1080P Dual Dash Camera for Cars, Ecomoment S70 Car Camer with 3.16\" IPS Screen, 170\u00b0 Wide Angle, Night Vision, G-Sensor, 24H Parking Monitor, 32GB SD Card Included", "asin": "B0D2VPCMHK", "price": "$39.99", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"},
{"title": "Dash Cam WiFi FHD 1080P Car Camera, Front Dash Camera for Cars, Mini Dashcams for Cars with Night Vision, 24 Hours Parking Mode, WDR, Loop Recording, G-Sensor, APP, Support 128GB Max", "asin": "B0B7WND1G2", "price": "$29.99", "delivery": "FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9"},
{"title": "Dash Cam Front and Rear Inside, 3 Channel Dash Camera for Cars, 1080P Triple Dash Cam, Dash Camera with 32GB Card, Loop Recording, HDR, G-Sensor, 24Hr Parking", "asin": "B0C2Y6WXJ7", "price": "$48.43", "delivery": "FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T17:28:21.520Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T17:28:21.520Z\",\"action\": \"click_product\",\"acion_argument\": \"B098WVKF19\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T17:28:21.520Z\",\"action\": \"click_product\",\"acion_argument\": \"B098WVKF19\",}</answer>",
"index": 2685,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T17:28:11.493Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T17:28:16.520Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"dashcam\"}],\n\"promotion_items\": [{\"title\": \"Vantrue N2X 2.7K Uber Dash Cam Front and Inside, 5G WiFi Dual Dash Camera for Car with HDR IR Night Vision, STARVIS 2, GPS, 2.5K/60FPS, LTE Support, 24/7 Parking Mode, Voice Control, Support 512GB Max\", \"asin\": \"B0D9GRRXH5\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue E1 Pro 4K Mini Dash Cam Front, STARVIS 2 PlatePix\\u2122 HDR Night Vision Car Camera, Built-in 5G WiFi GPS, 1.54'' IPS Screen, LTE Support, Voice Control, 24/7 Buffered Parking Mode, Support 1TB Max\", \"asin\": \"B0DSKXJV3H\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"VANTRUE N4 3 Channel Dash Cam, 4K+1080P Dual Channel, 1440P+1080P+1080P Front Inside Rear Three Way Triple Car Dash Camera, IR Night Vision, Capacitor, 24 Hours Parking Mode, Support 256GB Max\", \"asin\": \"B083V6K8RH\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue N5 4 Channel WiFi 360\\u00b0 All Sides Dash Cam, STARVIS 2, IR Night Vision, 2.7K+1080P*3 Front Rear Inside Dashcam, Voice Control, GPS, 24 Hours Buffered Parking Mode Dash Camera, Support 512GB Max\", \"asin\": \"B0C58H2CSP\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue N2X 2.7K Uber Dash Cam Front and Inside, 5G WiFi Dual Dash Camera for Car with HDR IR Night Vision, STARVIS 2, GPS, 2.5K/60FPS, LTE Support, 24/7 Parking Mode, Voice Control, Support 512GB Max\", \"asin\": \"B0D9GRRXH5\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue N5 4 Channel WiFi 360\\u00b0 All Sides Dash Cam, STARVIS 2, IR Night Vision, 2.7K+1080P*3 Front Rear Inside Dashcam, Voice Control, GPS, 24 Hours Buffered Parking Mode Dash Camera, Support 512GB Max\", \"asin\": \"B0C58H2CSP\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue E1 Pro 4K Mini Dash Cam Front, STARVIS 2 PlatePix\\u2122 HDR Night Vision Car Camera, Built-in 5G WiFi GPS, 1.54'' IPS Screen, LTE Support, Voice Control, 24/7 Buffered Parking Mode, Support 1TB Max\", \"asin\": \"B0DSKXJV3H\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"VANTRUE N4 3 Channel Dash Cam, 4K+1080P Dual Channel, 1440P+1080P+1080P Front Inside Rear Three Way Triple Car Dash Camera, IR Night Vision, Capacitor, 24 Hours Parking Mode, Support 256GB Max\", \"asin\": \"B083V6K8RH\", \"price\": \"$259.99\", \"quantity\": \"\"},\n{\"title\": \"Vantrue N4 Pro 4K 3 Channel Dash Cam, STARVIS 2 IMX678 x PlatePix\\u2122 x HDR Night Vision, 4K+1080P+1080P Front Inside and Rear Dash Camera, Voice Control, WiFi, GPS, 24H Parking Mode, Support 512GB Max\", \"asin\": \"B0C3M7HPRT\", \"price\": \"$379.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"REDTIGER Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Free 32GB Card, Built-in Wi-Fi GPS, 3.16\\u201d IPS Screen, Night Vision, 170\\u00b0Wide Angle, WDR, 24H Parking Mode\", \"asin\": \"B098WVKF19\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"REDTIGER 4K 3 Channel Dash Cam, 5GHz WiFi Built-in GPS with 64GB Card, 2160P+1080P+1080P Front and Rear Inside, Triple Car Camera with 3 Inch Screen, IR Night Vision, G Sensor, WDR, Parking Mode(F17)\", \"asin\": \"B0CSPBJ2HM\", \"price\": \"$144.49\", \"delivery\": \"FREE delivery Mon, Apr 14 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"REDTIGER Dash Cam Front Rear, 4K/2.5K Full HD Dash Camera for Cars, Free 32GB Card, Built-in Wi-Fi GPS, 3.16\\u201d IPS Screen, Night Vision, 170\\u00b0Wide Angle, WDR, 24H Parking Mode\", \"asin\": \"B098WVKF19\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"ROVE R2-4K DUAL Dash Cam Front and Rear, STARVIS 2 Sensor, FREE 128GB Card Included, 5G WiFi - up to 20MB/s Fastest Download Speed with App, 4K 2160P/FHD Dash Camera for Cars, 3\\\" IPS, 24H Parking Mode\", \"asin\": \"B0D6J5B98H\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam 4K Front, Built-in WiFi GPS Dash Camera for Cars, 3.2\\\" IPS Screen Dashcam with App Control, Free 32G Card, 170\\u00b0Wide Angle, 24H ParkingMode, WDR, Night Vision, G-Sensor\", \"asin\": \"B0CT78DLY2\", \"price\": \"$55.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam WiFi 2K, Car Camera with APP, Front Dash Camera for Cars, Mini Dashcams with WDR Night Vision, 24 Hours Parking Monitor, Loop Recording, G-Sensor\", \"asin\": \"B0CKXMKRCS\", \"price\": \"$49.98\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam, 2.5K WiFi Dash Camera for Cars, E-YEEGER Mini Dashcam with App, Front Car Camera, G-Sensor, Loop Recording, Night Vision, 24H Parking Mode, 32G SD Card Included, Support 256GB Max\", \"asin\": \"B0DX6394SS\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Vantrue N2X 2.7K Uber Dash Cam Front and Inside, 5G WiFi Dual Dash Camera for Car with HDR IR Night Vision, STARVIS 2, GPS, 2.5K/60FPS, LTE Support, 24/7 Parking Mode, Voice Control, Support 512GB Max\", \"asin\": \"B0D9GRRXH5\", \"price\": \"$199.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"4K Dash Cam Front and Rear, Built-in 5G WiFi GPS, 64GB Card Included, 3.59'' IPS Screen Dash Camera for Cars, Dual Dashcam with G-Sensor, Loop Recording, WDR, Night Vision, 24H Parking Monitor\", \"asin\": \"B0DG5R2K4J\", \"price\": \"$79.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"K600 4k Dash Cam Front and Rear, 3.59\\\" IPS Screen, Built-in GPS 5G WiFi Dash Camera for Cars with App, UHD 2160P Night Vision Free 32G SD Card, 170\\u00b0 Wide Angle, HDR, 24H Parking Mode\", \"asin\": \"B0D65FNPVP\", \"price\": \"$89.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Vantrue E1 Pro 4K Mini Dash Cam Front, STARVIS 2 PlatePix\\u2122 HDR Night Vision Car Camera, Built-in 5G WiFi GPS, 1.54'' IPS Screen, LTE Support, Voice Control, 24/7 Buffered Parking Mode, Support 1TB Max\", \"asin\": \"B0DSKXJV3H\", \"price\": \"$119.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Camera, 4K/1080p Dash Camera Front and Rear, Built-in 5GWiFi, Dash Cam with 64GB SD Card, Full HD 2.0\\u201d IPS Screen, for App Control, G-Sensor, Loop Recording, and Parking Mode\", \"asin\": \"B0DTSV4TJ9\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Thu, Apr 10\"},\n{\"title\": \"Dash Cam Front and Rear: 4K Dual Channel Dash Cam - 5GHz WiFi, Dash Camera for Cars with 64GB Card, 2.0\\\" IPS Screen, App Control, G-Sensor, Loop Recording, 170\\u00b0 Wide Angle, Night Vision, Parking Mode\", \"asin\": \"B0DHZDBJKY\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"5K 3 Channel Dash Cam, Wi-Fi GPS with 64GB Card, 4K+1080P+1080P Front and Rear Inside Triple Car Camera with 3'' IPS Screen, IR Night Vision, Voice Control, 24H Parking Monitor, 512GB Max\", \"asin\": \"B0CTZMG9PZ\", \"price\": \"$84.98\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Miden S7 2.5K Dash Cam Front and Rear,64G SD Card,1600P+1080P FHD Dual Dash Camera for Cars,176\\u00b0+160\\u00b0 Wide Angle,3.2'' IPS Screen Dashcam,G-Sensor,Loop Recording,WDR,Night Vision,24H Parking Monitor\", \"asin\": \"B0D9HV26KX\", \"price\": \"$31.99\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam 1296P Front Dashcam, V300 WiFi Dash Camera for Cars with App, Night Vision, Mini Hidden Single Car Camera, Loop Recording, 24H Parking Mode, Support 256GB Max, Black\", \"asin\": \"B0D2Y1PM8V\", \"price\": \"$27.99\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"E1 Lite 1080P WiFi Mini Dash Cam with GPS and Speed, Free App, Voice Control Detachable Dash Camera, 24 Hours Parking Mode, Night Vision, Motion Detection, Loop Recording, Support 512GB Max\", \"asin\": \"B0BGGGG4VW\", \"price\": \"$71.97\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"iZEEKER 2.5K Dash Cam, 1440P QHD Car Camera with Free 32GB Card, 3\\\" IPS Display, Night Vision, WDR, 170\\u00b0Wide Angle, Loop Recording, G-Sensor Emergency Recording, 24H Parking Mode, Type C\", \"asin\": \"B09YQ6N6HJ\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam Front and Rear 4K+1080P, Free 64GB Card, Built-in WiFi, Dash Camera for Cars, Car Camera, Dual Dashcams for Cars with Night Vision, 24 Hours Parking Monitor, Loop Recording\", \"asin\": \"B0BKF6XQVY\", \"price\": \"$59.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Vantrue N5 4 Channel WiFi 360\\u00b0 All Sides Dash Cam, STARVIS 2, IR Night Vision, 2.7K+1080P*3 Front Rear Inside Dashcam, Voice Control, GPS, 24 Hours Buffered Parking Mode Dash Camera, Support 512GB Max\", \"asin\": \"B0C58H2CSP\", \"price\": \"$299.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"REDTIGER 4K Dash Cam Front and Rear, STARVIS 2 Sensor, Touch Screen 3.18\\\", 128GB Card Included, Voice Control, 5.8GHz WiFi Car Dash Camera, GPS, Night Vision, Emergency Lock, Parking Mode (F7N Touch)\", \"asin\": \"B0C6YBHKJ5\", \"price\": \"$149.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam Front and Rear: 2.5K+1080P Dual Dash Camera for Cars, Ecomoment S70 Car Camer with 3.16\\\" IPS Screen, 170\\u00b0 Wide Angle, Night Vision, G-Sensor, 24H Parking Monitor, 32GB SD Card Included\", \"asin\": \"B0D2VPCMHK\", \"price\": \"$39.99\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam WiFi FHD 1080P Car Camera, Front Dash Camera for Cars, Mini Dashcams for Cars with Night Vision, 24 Hours Parking Mode, WDR, Loop Recording, G-Sensor, APP, Support 128GB Max\", \"asin\": \"B0B7WND1G2\", \"price\": \"$29.99\", \"delivery\": \"FREE delivery Sun, Apr 13 on $35 of items shipped by Amazon Or fastest delivery Tomorrow, Apr 9\"},\n{\"title\": \"Dash Cam Front and Rear Inside, 3 Channel Dash Camera for Cars, 1080P Triple Dash Cam, Dash Camera with 32GB Card, Loop Recording, HDR, G-Sensor, 24Hr Parking\", \"asin\": \"B0C2Y6WXJ7\", \"price\": \"$48.43\", \"delivery\": \"FREE delivery Sun, Apr 13 Or fastest delivery Tomorrow, Apr 9\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T17:28:21.520Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_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\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Large roll of 175 Feet of Recycled Small Plus Bubble wrap for packing, moving and shipping for your business essentials. Eco friendly and made from 90% post-consumer materials by American Bubble Boy\", \"asin\": \"B0D1VW4R9Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Perforated Bubble Cushioning Shipping Wrap, Small 3/16\\\", 12 inch x 175 ft Long Roll, Clear\", \"asin\": \"B07S1JPBL3\", \"price\": \"$25.46\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 10lb - 320 Sheets of Newspaper Paper - Wrapping and Protecting Fragile Items, Box Filler, Shipping Supplies - 27\\\" x 17\\\" - Made in the USA\", \"asin\": \"B07Z8GG66X\", \"price\": \"$22.97\", \"quantity\": \"\"},\n{\"title\": \"onesimcr Honeycomb Packing Paper Wrap 15\\\"x131' Sustainable Alternative to Bubble Wrap for Moving/shipping/packing Roll with 20 Fragile Sticker Biodegradable & Fully Recylable\\u2026\", \"asin\": \"B09V5M4FW3\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"70 Sheets Newsprint Packing Paper Sheets for Moving, Shipping, Box Filler, Wrapping and Protecting Fragile Items 1.8 Lbs (26\\u201d x 15\\u201d)\", \"asin\": \"B0BPM5GRQW\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent\", \"asin\": \"B0C7VJX57W\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1 Pack(with Handles)-60 Gauge\"}]},\n{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red\", \"asin\": \"B0DHP8WXMF\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Red\"}]},\n{\"title\": \"uBoxes Moving Boxes Bundle of 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B08ZFZ8TPR\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Moving Boxes Bundle\"}]},\n{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"Full\"}]},\n{\"title\": \"Honeycomb Packing Paper, 15\\\" x 131' Packing Paper Substitute Alternative for Bubble Cushioning Wrap for Moving Shipping Packaging, Recyclable Moving Supplies Bubble Packing Wrap Protective Roll\", \"asin\": \"B09BB3XCN4\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"15\\\" x 131'\"}, {\"Color\": \"Khaki\"}]}],\n\"saved_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:05.587Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:01:05.587Z
|
click
|
nav_bar
|
rule
|
train
| 2,686 |
2025-04-16T22:01:05.587Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_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": ""}],
"promotion_items": [{"title": "Large roll of 175 Feet of Recycled Small Plus Bubble wrap for packing, moving and shipping for your business essentials. Eco friendly and made from 90% post-consumer materials by American Bubble Boy", "asin": "B0D1VW4R9Q", "price": "$19.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Amazon Basics Perforated Bubble Cushioning Shipping Wrap, Small 3/16\", 12 inch x 175 ft Long Roll, Clear", "asin": "B07S1JPBL3", "price": "$25.46", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 10lb - 320 Sheets of Newspaper Paper - Wrapping and Protecting Fragile Items, Box Filler, Shipping Supplies - 27\" x 17\" - Made in the USA", "asin": "B07Z8GG66X", "price": "$22.97", "quantity": ""},
{"title": "onesimcr Honeycomb Packing Paper Wrap 15\"x131' Sustainable Alternative to Bubble Wrap for Moving/shipping/packing Roll with 20 Fragile Sticker Biodegradable & Fully Recylable\u2026", "asin": "B09V5M4FW3", "price": "$13.59", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "70 Sheets Newsprint Packing Paper Sheets for Moving, Shipping, Box Filler, Wrapping and Protecting Fragile Items 1.8 Lbs (26\u201d x 15\u201d)", "asin": "B0BPM5GRQW", "price": "$11.39", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"active_items": [{"title": "FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent", "asin": "B0C7VJX57W", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1 Pack(with Handles)-60 Gauge"}]},
{"title": "Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count", "asin": "B00RSB6I1E", "delivery": "FREE delivery Wed, Apr 23", "quantity": "1", "selected": true, "options": []},
{"title": "Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red", "asin": "B0DHP8WXMF", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Red"}]},
{"title": "uBoxes Moving Boxes Bundle of 18\"x14\"x12\" (Medium Boxes - Pack of 20)", "asin": "B08ZFZ8TPR", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Moving Boxes Bundle"}]},
{"title": "Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector", "asin": "B0BZFDZV3L", "delivery": "FREE delivery Tue, Apr 22 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Gray"}, {"Size": "Full"}]},
{"title": "Honeycomb Packing Paper, 15\" x 131' Packing Paper Substitute Alternative for Bubble Cushioning Wrap for Moving Shipping Packaging, Recyclable Moving Supplies Bubble Packing Wrap Protective Roll", "asin": "B09BB3XCN4", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "15\" x 131'"}, {"Color": "Khaki"}]}],
"saved_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]},
{"asin": "B0BWMXRSH8", "options": []},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:01:05.587Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:01:05.587Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:01:05.587Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 2686,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_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\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Large roll of 175 Feet of Recycled Small Plus Bubble wrap for packing, moving and shipping for your business essentials. Eco friendly and made from 90% post-consumer materials by American Bubble Boy\", \"asin\": \"B0D1VW4R9Q\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Perforated Bubble Cushioning Shipping Wrap, Small 3/16\\\", 12 inch x 175 ft Long Roll, Clear\", \"asin\": \"B07S1JPBL3\", \"price\": \"$25.46\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 10lb - 320 Sheets of Newspaper Paper - Wrapping and Protecting Fragile Items, Box Filler, Shipping Supplies - 27\\\" x 17\\\" - Made in the USA\", \"asin\": \"B07Z8GG66X\", \"price\": \"$22.97\", \"quantity\": \"\"},\n{\"title\": \"onesimcr Honeycomb Packing Paper Wrap 15\\\"x131' Sustainable Alternative to Bubble Wrap for Moving/shipping/packing Roll with 20 Fragile Sticker Biodegradable & Fully Recylable\\u2026\", \"asin\": \"B09V5M4FW3\", \"price\": \"$13.59\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"70 Sheets Newsprint Packing Paper Sheets for Moving, Shipping, Box Filler, Wrapping and Protecting Fragile Items 1.8 Lbs (26\\u201d x 15\\u201d)\", \"asin\": \"B0BPM5GRQW\", \"price\": \"$11.39\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent\", \"asin\": \"B0C7VJX57W\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1 Pack(with Handles)-60 Gauge\"}]},\n{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red\", \"asin\": \"B0DHP8WXMF\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Red\"}]},\n{\"title\": \"uBoxes Moving Boxes Bundle of 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B08ZFZ8TPR\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Moving Boxes Bundle\"}]},\n{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Gray\"}, {\"Size\": \"Full\"}]},\n{\"title\": \"Honeycomb Packing Paper, 15\\\" x 131' Packing Paper Substitute Alternative for Bubble Cushioning Wrap for Moving Shipping Packaging, Recyclable Moving Supplies Bubble Packing Wrap Protective Roll\", \"asin\": \"B09BB3XCN4\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"15\\\" x 131'\"}, {\"Color\": \"Khaki\"}]}],\n\"saved_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:05.587Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent\", \"asin\": \"B0C7VJX57W\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1 Pack(with Handles)-60 Gauge\"}]},\n{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red\", \"asin\": \"B0DHP8WXMF\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Red\"}]},\n{\"title\": \"uBoxes Moving Boxes Bundle of 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B08ZFZ8TPR\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Moving Boxes Bundle\"}]},\n{\"title\": \"Honeycomb Packing Paper, 15\\\" x 131' Packing Paper Substitute Alternative for Bubble Cushioning Wrap for Moving Shipping Packaging, Recyclable Moving Supplies Bubble Packing Wrap Protective Roll\", \"asin\": \"B09BB3XCN4\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"15\\\" x 131'\"}, {\"Color\": \"Khaki\"}]}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:15.253Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:01:15.253Z
|
click
|
quantity
|
rule
|
train
| 2,687 |
2025-04-16T22:01:15.253Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:01:05.587Z", "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": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"active_items": [{"title": "FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent", "asin": "B0C7VJX57W", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1 Pack(with Handles)-60 Gauge"}]},
{"title": "Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count", "asin": "B00RSB6I1E", "delivery": "FREE delivery Wed, Apr 23", "quantity": "1", "selected": true, "options": []},
{"title": "Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red", "asin": "B0DHP8WXMF", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Red"}]},
{"title": "uBoxes Moving Boxes Bundle of 18\"x14\"x12\" (Medium Boxes - Pack of 20)", "asin": "B08ZFZ8TPR", "delivery": "FREE delivery Tue, Apr 22 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Moving Boxes Bundle"}]},
{"title": "Honeycomb Packing Paper, 15\" x 131' Packing Paper Substitute Alternative for Bubble Cushioning Wrap for Moving Shipping Packaging, Recyclable Moving Supplies Bubble Packing Wrap Protective Roll", "asin": "B09BB3XCN4", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "15\" x 131'"}, {"Color": "Khaki"}]}],
"saved_items": [{"title": "Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector", "asin": "B0BZFDZV3L", "options": []},
{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]},
{"asin": "B0BWMXRSH8", "options": []},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:01:15.253Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:01:15.253Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:01:15.253Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 2687,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent\", \"asin\": \"B0C7VJX57W\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1 Pack(with Handles)-60 Gauge\"}]},\n{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red\", \"asin\": \"B0DHP8WXMF\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Red\"}]},\n{\"title\": \"uBoxes Moving Boxes Bundle of 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B08ZFZ8TPR\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Moving Boxes Bundle\"}]},\n{\"title\": \"Honeycomb Packing Paper, 15\\\" x 131' Packing Paper Substitute Alternative for Bubble Cushioning Wrap for Moving Shipping Packaging, Recyclable Moving Supplies Bubble Packing Wrap Protective Roll\", \"asin\": \"B09BB3XCN4\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"15\\\" x 131'\"}, {\"Color\": \"Khaki\"}]}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:15.253Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent\", \"asin\": \"B0C7VJX57W\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1 Pack(with Handles)-60 Gauge\"}]},\n{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red\", \"asin\": \"B0DHP8WXMF\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Red\"}]},\n{\"title\": \"uBoxes Moving Boxes Bundle of 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B08ZFZ8TPR\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Moving Boxes Bundle\"}]}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:16.567Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:01:16.567Z
|
click
|
quantity
|
rule
|
train
| 2,688 |
2025-04-16T22:01:16.567Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "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": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"active_items": [{"title": "FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent", "asin": "B0C7VJX57W", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1 Pack(with Handles)-60 Gauge"}]},
{"title": "Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count", "asin": "B00RSB6I1E", "delivery": "FREE delivery Wed, Apr 23", "quantity": "1", "selected": true, "options": []},
{"title": "Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red", "asin": "B0DHP8WXMF", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Red"}]},
{"title": "uBoxes Moving Boxes Bundle of 18\"x14\"x12\" (Medium Boxes - Pack of 20)", "asin": "B08ZFZ8TPR", "delivery": "FREE delivery Tue, Apr 22 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Style": "Moving Boxes Bundle"}]}],
"saved_items": [{"title": "Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector", "asin": "B0BZFDZV3L", "options": []},
{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]},
{"asin": "B0BWMXRSH8", "options": []},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:01:16.567Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:01:16.567Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:01:16.567Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 2688,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent\", \"asin\": \"B0C7VJX57W\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1 Pack(with Handles)-60 Gauge\"}]},\n{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red\", \"asin\": \"B0DHP8WXMF\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Red\"}]},\n{\"title\": \"uBoxes Moving Boxes Bundle of 18\\\"x14\\\"x12\\\" (Medium Boxes - Pack of 20)\", \"asin\": \"B08ZFZ8TPR\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Moving Boxes Bundle\"}]}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:16.567Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent\", \"asin\": \"B0C7VJX57W\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1 Pack(with Handles)-60 Gauge\"}]},\n{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red\", \"asin\": \"B0DHP8WXMF\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Red\"}]}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:18.116Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:01:18.116Z
|
click
|
quantity
|
rule
|
train
| 2,689 |
2025-04-16T22:01:18.116Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "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": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"active_items": [{"title": "FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent", "asin": "B0C7VJX57W", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1 Pack(with Handles)-60 Gauge"}]},
{"title": "Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count", "asin": "B00RSB6I1E", "delivery": "FREE delivery Wed, Apr 23", "quantity": "1", "selected": true, "options": []},
{"title": "Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red", "asin": "B0DHP8WXMF", "delivery": "FREE delivery Mon, Apr 21 available at checkout FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Red"}]}],
"saved_items": [{"title": "Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector", "asin": "B0BZFDZV3L", "options": []},
{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]},
{"asin": "B0BWMXRSH8", "options": []},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:01:18.116Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:01:18.116Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:01:18.116Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 2689,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent\", \"asin\": \"B0C7VJX57W\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1 Pack(with Handles)-60 Gauge\"}]},\n{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Tool Set - Tool Kit with 8V Cordless Drill, 132 Piece Tool Box with Drill, Home Tool Kits for Men & Women, Hand Drill Set Perfect for Homeowner, Diyer, Handyman - Red\", \"asin\": \"B0DHP8WXMF\", \"delivery\": \"FREE delivery Mon, Apr 21 available at checkout FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Red\"}]}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:18.116Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent\", \"asin\": \"B0C7VJX57W\", \"delivery\": \"FREE delivery Mon, Apr 21 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1 Pack(with Handles)-60 Gauge\"}]},\n{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:20.343Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:01:20.343Z
|
click
|
quantity
|
rule
|
train
| 2,690 |
2025-04-16T22:01:20.343Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:18.116Z", "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": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"active_items": [{"title": "FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent", "asin": "B0C7VJX57W", "delivery": "FREE delivery Mon, Apr 21 on $35 of items shipped by Amazon FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "1 Pack(with Handles)-60 Gauge"}]},
{"title": "Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count", "asin": "B00RSB6I1E", "delivery": "FREE delivery Wed, Apr 23", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector", "asin": "B0BZFDZV3L", "options": []},
{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]},
{"asin": "B0BWMXRSH8", "options": []},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:01:20.343Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:01:20.343Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:01:20.343Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 2690,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"FugaCity Stretch Wrap Film-15 Inch 1000 ft 60 Gauge Shrink Wrap for Pallet Wrapping, Industrial Strength 1 Roll Pallet Wrap with Handles, Moving Supplies Plastic Wrap Roll, 500% Stretch, Transparent\", \"asin\": \"B0C7VJX57W\", \"delivery\": \"FREE delivery Mon, Apr 21 on $35 of items shipped by Amazon FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"1 Pack(with Handles)-60 Gauge\"}]},\n{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:20.343Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:21.923Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:01:21.923Z
|
click
|
quantity
|
rule
|
train
| 2,691 |
2025-04-16T22:01:21.923Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:20.343Z", "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": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"active_items": [{"title": "Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count", "asin": "B00RSB6I1E", "delivery": "FREE delivery Wed, Apr 23", "quantity": "1", "selected": true, "options": []}],
"saved_items": [{"title": "Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector", "asin": "B0BZFDZV3L", "options": []},
{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]},
{"asin": "B0BWMXRSH8", "options": []},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:01:21.923Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:01:21.923Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:01:21.923Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 2691,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Scotch Heavy Duty Packaging Tape, 2 Inches x 800 Inches, Clear - 2 Count\", \"asin\": \"B00RSB6I1E\", \"delivery\": \"FREE delivery Wed, Apr 23\", \"quantity\": \"1\", \"selected\": true, \"options\": []}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:21.923Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:24.504Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:01:24.504Z
|
click
|
quantity
|
rule
|
train
| 2,692 |
2025-04-16T22:01:24.504Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:21.923Z", "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": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"saved_items": [{"title": "Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector", "asin": "B0BZFDZV3L", "options": []},
{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]},
{"asin": "B0BWMXRSH8", "options": []},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:01:24.504Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:01:24.504Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:01:24.504Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 2692,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"saved_items\": [{\"title\": \"Mattress Bags for Moving with 8 Handles - Full Size - Extra-Thick Mattress Bag for Moving - Reusable Mattress Storage Bag - Mattress Cover for Moving with Zipper, Moving Mattress Bag Protector\", \"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:24.504Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"saved_items\": [{\"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:30.063Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:01:30.063Z
|
click
|
other
|
rule
|
train
| 2,693 |
2025-04-16T22:01:30.063Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:24.504Z", "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": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"saved_items": [{"asin": "B0BZFDZV3L", "options": []},
{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]},
{"asin": "B0BWMXRSH8", "options": []},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:01:30.063Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:01:30.063Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:01:30.063Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 2693,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"saved_items\": [{\"asin\": \"B0BZFDZV3L\", \"options\": []},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:30.063Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 21 - 24\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:34.203Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:01:34.203Z
|
click
|
other
|
rule
|
train
| 2,694 |
2025-04-16T22:01:34.203Z
|
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 UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:30.063Z", "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": ""}],
"promotion_items": [{"title": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"active_items": [{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "delivery": "FREE delivery Apr 21 - 24", "quantity": "1", "selected": true, "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]}],
"saved_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"asin": "B0BWMXRSH8", "options": []},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:01:34.203Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:01:34.203Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:01:34.203Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 2694,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 21 - 24\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"asin\": \"B0BWMXRSH8\", \"options\": []},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:01:34.203Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 21 - 24\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"asin\": \"B0BLHTX7V6\", \"options\": []},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:03:42.916Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:03:42.916Z
|
click_product
|
B0BLHTX7V6
|
rule
|
train
| 2,695 |
2025-04-16T22:03:42.916Z
|
click_product
|
B0BLHTX7V6
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T22:01:34.203Z", "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": ""}],
"promotion_items": [{"title": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"active_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "delivery": "FREE delivery Tue, Apr 22 available at checkout", "quantity": "1", "selected": true, "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "delivery": "FREE delivery Apr 21 - 24", "quantity": "1", "selected": true, "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]}],
"saved_items": [{"asin": "B0BLHTX7V6", "options": []},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:03:42.916Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:03:42.916Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BLHTX7V6\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:03:42.916Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BLHTX7V6\",}</answer>",
"index": 2695,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"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\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 21 - 24\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"asin\": \"B0BLHTX7V6\", \"options\": []},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:03:42.916Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"/promo/A2HZK02B1V7IA0\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"homary 72'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\", \"quantity\": \"\"},\n{\"title\": \"homary 72'' Kitchen Island with Storage Japandi Style Wood Kitchen Islands with Seating and LED Light in Gray\", \"asin\": \"B0DNFL3VLW\", \"price\": \"$1,169.99\", \"quantity\": \"\"},\n{\"title\": \"Crosley Furniture Avery Rolling Kitchen Island Storage Cart with Shelves, Microwave Stand, Coffee Bar, Distressed White\", \"asin\": \"B09BNRPZ99\", \"price\": \"$371.67\", \"quantity\": \"\"},\n{\"title\": \"Tribesigns 55\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"/promo/A16WUUBTZZ8UO2\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Crosley Furniture Full Size Granite Top Rolling Kitchen Island Storage Cart, Microwave Stand, Spice Rack, White\", \"asin\": \"B00855UBCY\", \"price\": \"$522.00\", \"quantity\": \"\"},\n{\"title\": \"Yayzy 51\\u201dW Farmhouse Rolling Kitchen Island with Drop-Leaf Table, Grooved Panel Design, Kitchen Island Cart with Storage Shelves, Towel Rack & Wheels, White Ash\", \"asin\": \"B0DR8VKNSK\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Yaheetech Kitchen Island on Hidden Wheels, Rolling Kitchen Cart with Thicker Rubberwood Top & 3 Drawers & Open Shelves, Storage Cabinet with Adjustable Shelves for Dining Room, 46\\u2033L \\u00d7 22\\u2033W, Black\", \"asin\": \"/promo/A1L3LJ4AEEDQ2C\", \"price\": \"$267.99\", \"quantity\": \"\"},\n{\"title\": \"homary 72\\\" Kitchen Island with Storage Kitchen Cabinet Marble Veneered Top Large Kitchen Island with Seating (Kitchen Island with Laminate Top, White)\", \"asin\": \"B0DL593N2N\", \"price\": \"$1,799.99\", \"quantity\": \"\"},\n{\"title\": \"homary 72'' Kitchen Island with Seating Island Table with Wine Storage & 2 Drawers Marble Dining Table for 4 People\", \"asin\": \"B0DT9647GP\", \"price\": \"$1,899.99\", \"quantity\": \"\"},\n{\"title\": \"homary Kitchen Islands with Ample Storage 72\\\" Kitchen Island with Seating & Drawers,Modern Kitchen Island Table with Storage Cabinet (Engineered Wood Top, White)\", \"asin\": \"B0DS91MYGV\", \"price\": \"$1,709.99\", \"quantity\": \"\"},\n{\"title\": \"YOUJUNER Modern Design Kitchen Island with Large Top Surface, Two Open Shelves and Two Storage Cabinets, Suitable for Dining and Living Rooms\", \"asin\": \"B0DDCQHL56\", \"price\": \"$579.99\", \"quantity\": \"\"},\n{\"title\": \"Homsee 61\\\" W Large Kitchen Island with Charging Station, 2 Drawers & Adjustable Shelves, Modern Stationary Kitchen Prep Table Coffee Bar Cabinet for Dining Room, Black & Beige\", \"asin\": \"B0DX6FVN9H\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"WOODTIME 77.3\\\" W Stationary Kitchen Island Storage Cabinet with Adjustable Shelves, Spacious Countertop, 14 Storage Compartments & Doors for Dining Room, Black\", \"asin\": \"B0DYJRC2VS\", \"price\": \"$549.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 21 - 24\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:05:23.240Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:05:23.240Z
|
purchase
|
B0BLHTX7V6, B0BWMXRSH8
|
rule
|
train
| 2,696 |
2025-04-16T22:05:23.240Z
|
purchase
|
B0BLHTX7V6, B0BWMXRSH8
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "/promo/A2HZK02B1V7IA0", "price": "$299.99", "quantity": ""},
{"title": "homary 72'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99", "quantity": ""},
{"title": "homary 72'' Kitchen Island with Storage Japandi Style Wood Kitchen Islands with Seating and LED Light in Gray", "asin": "B0DNFL3VLW", "price": "$1,169.99", "quantity": ""},
{"title": "Crosley Furniture Avery Rolling Kitchen Island Storage Cart with Shelves, Microwave Stand, Coffee Bar, Distressed White", "asin": "B09BNRPZ99", "price": "$371.67", "quantity": ""},
{"title": "Tribesigns 55\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "/promo/A16WUUBTZZ8UO2", "price": "$208.99", "quantity": ""},
{"title": "Crosley Furniture Full Size Granite Top Rolling Kitchen Island Storage Cart, Microwave Stand, Spice Rack, White", "asin": "B00855UBCY", "price": "$522.00", "quantity": ""},
{"title": "Yayzy 51\u201dW Farmhouse Rolling Kitchen Island with Drop-Leaf Table, Grooved Panel Design, Kitchen Island Cart with Storage Shelves, Towel Rack & Wheels, White Ash", "asin": "B0DR8VKNSK", "price": "$319.99", "quantity": ""},
{"title": "Yaheetech Kitchen Island on Hidden Wheels, Rolling Kitchen Cart with Thicker Rubberwood Top & 3 Drawers & Open Shelves, Storage Cabinet with Adjustable Shelves for Dining Room, 46\u2033L \u00d7 22\u2033W, Black", "asin": "/promo/A1L3LJ4AEEDQ2C", "price": "$267.99", "quantity": ""},
{"title": "homary 72\" Kitchen Island with Storage Kitchen Cabinet Marble Veneered Top Large Kitchen Island with Seating (Kitchen Island with Laminate Top, White)", "asin": "B0DL593N2N", "price": "$1,799.99", "quantity": ""},
{"title": "homary 72'' Kitchen Island with Seating Island Table with Wine Storage & 2 Drawers Marble Dining Table for 4 People", "asin": "B0DT9647GP", "price": "$1,899.99", "quantity": ""},
{"title": "homary Kitchen Islands with Ample Storage 72\" Kitchen Island with Seating & Drawers,Modern Kitchen Island Table with Storage Cabinet (Engineered Wood Top, White)", "asin": "B0DS91MYGV", "price": "$1,709.99", "quantity": ""},
{"title": "YOUJUNER Modern Design Kitchen Island with Large Top Surface, Two Open Shelves and Two Storage Cabinets, Suitable for Dining and Living Rooms", "asin": "B0DDCQHL56", "price": "$579.99", "quantity": ""},
{"title": "Homsee 61\" W Large Kitchen Island with Charging Station, 2 Drawers & Adjustable Shelves, Modern Stationary Kitchen Prep Table Coffee Bar Cabinet for Dining Room, Black & Beige", "asin": "B0DX6FVN9H", "price": "$549.99", "quantity": ""},
{"title": "WOODTIME 77.3\" W Stationary Kitchen Island Storage Cabinet with Adjustable Shelves, Spacious Countertop, 14 Storage Compartments & Doors for Dining Room, Black", "asin": "B0DYJRC2VS", "price": "$549.99", "quantity": ""}],
"active_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "delivery": "FREE delivery Tue, Apr 22 available at checkout", "quantity": "1", "selected": true, "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "delivery": "FREE delivery Apr 21 - 24", "quantity": "1", "selected": true, "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]}],
"saved_items": [{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:05:23.240Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:05:23.240Z\",\"action\": \"purchase\",\"acion_argument\": \"B0BLHTX7V6, B0BWMXRSH8\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:05:23.240Z\",\"action\": \"purchase\",\"acion_argument\": \"B0BLHTX7V6, B0BWMXRSH8\",}</answer>",
"index": 2696,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"FUSUNBAO Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"/promo/A2HZK02B1V7IA0\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"homary 72'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\", \"quantity\": \"\"},\n{\"title\": \"homary 72'' Kitchen Island with Storage Japandi Style Wood Kitchen Islands with Seating and LED Light in Gray\", \"asin\": \"B0DNFL3VLW\", \"price\": \"$1,169.99\", \"quantity\": \"\"},\n{\"title\": \"Crosley Furniture Avery Rolling Kitchen Island Storage Cart with Shelves, Microwave Stand, Coffee Bar, Distressed White\", \"asin\": \"B09BNRPZ99\", \"price\": \"$371.67\", \"quantity\": \"\"},\n{\"title\": \"Tribesigns 55\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"/promo/A16WUUBTZZ8UO2\", \"price\": \"$208.99\", \"quantity\": \"\"},\n{\"title\": \"Crosley Furniture Full Size Granite Top Rolling Kitchen Island Storage Cart, Microwave Stand, Spice Rack, White\", \"asin\": \"B00855UBCY\", \"price\": \"$522.00\", \"quantity\": \"\"},\n{\"title\": \"Yayzy 51\\u201dW Farmhouse Rolling Kitchen Island with Drop-Leaf Table, Grooved Panel Design, Kitchen Island Cart with Storage Shelves, Towel Rack & Wheels, White Ash\", \"asin\": \"B0DR8VKNSK\", \"price\": \"$319.99\", \"quantity\": \"\"},\n{\"title\": \"Yaheetech Kitchen Island on Hidden Wheels, Rolling Kitchen Cart with Thicker Rubberwood Top & 3 Drawers & Open Shelves, Storage Cabinet with Adjustable Shelves for Dining Room, 46\\u2033L \\u00d7 22\\u2033W, Black\", \"asin\": \"/promo/A1L3LJ4AEEDQ2C\", \"price\": \"$267.99\", \"quantity\": \"\"},\n{\"title\": \"homary 72\\\" Kitchen Island with Storage Kitchen Cabinet Marble Veneered Top Large Kitchen Island with Seating (Kitchen Island with Laminate Top, White)\", \"asin\": \"B0DL593N2N\", \"price\": \"$1,799.99\", \"quantity\": \"\"},\n{\"title\": \"homary 72'' Kitchen Island with Seating Island Table with Wine Storage & 2 Drawers Marble Dining Table for 4 People\", \"asin\": \"B0DT9647GP\", \"price\": \"$1,899.99\", \"quantity\": \"\"},\n{\"title\": \"homary Kitchen Islands with Ample Storage 72\\\" Kitchen Island with Seating & Drawers,Modern Kitchen Island Table with Storage Cabinet (Engineered Wood Top, White)\", \"asin\": \"B0DS91MYGV\", \"price\": \"$1,709.99\", \"quantity\": \"\"},\n{\"title\": \"YOUJUNER Modern Design Kitchen Island with Large Top Surface, Two Open Shelves and Two Storage Cabinets, Suitable for Dining and Living Rooms\", \"asin\": \"B0DDCQHL56\", \"price\": \"$579.99\", \"quantity\": \"\"},\n{\"title\": \"Homsee 61\\\" W Large Kitchen Island with Charging Station, 2 Drawers & Adjustable Shelves, Modern Stationary Kitchen Prep Table Coffee Bar Cabinet for Dining Room, Black & Beige\", \"asin\": \"B0DX6FVN9H\", \"price\": \"$549.99\", \"quantity\": \"\"},\n{\"title\": \"WOODTIME 77.3\\\" W Stationary Kitchen Island Storage Cabinet with Adjustable Shelves, Spacious Countertop, 14 Storage Compartments & Doors for Dining Room, Black\", \"asin\": \"B0DYJRC2VS\", \"price\": \"$549.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 21 - 24\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:05:23.240Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 21 - 24\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"asin\": \"B0BLHTX7V6\", \"options\": []},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:06:14.683Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:06:14.683Z
|
click_product
|
B0BWMXRSH8
|
rule
|
train
| 2,697 |
2025-04-16T22:06:14.683Z
|
click_product
|
B0BWMXRSH8
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"}
{"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"}
<|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": ""}],
"promotion_items": [{"title": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"active_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "delivery": "FREE delivery Tue, Apr 22 available at checkout", "quantity": "1", "selected": true, "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "delivery": "FREE delivery Apr 21 - 24", "quantity": "1", "selected": true, "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]}],
"saved_items": [{"asin": "B0BLHTX7V6", "options": []},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:06:14.683Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:06:14.683Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BWMXRSH8\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:06:14.683Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BWMXRSH8\",}</answer>",
"index": 2697,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 21 - 24\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"asin\": \"B0BLHTX7V6\", \"options\": []},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:06:14.683Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 21 - 24\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"asin\": \"B0BLHTX7V6\", \"options\": []},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:06:20.397Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:06:20.397Z
|
click_product
|
B0BLHTX7V6
|
rule
|
train
| 2,698 |
2025-04-16T22:06:20.397Z
|
click_product
|
B0BLHTX7V6
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"}
{"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "quantity": ""},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "quantity": ""},
{"title": "Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\" x 17\" - Made in USA", "asin": "B07Z8G1ZWQ", "price": "$16.97", "quantity": ""},
{"title": "Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls", "asin": "B00006IF67", "price": "$12.49", "quantity": ""},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls", "asin": "B000087KUA", "price": "$18.84", "quantity": ""},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "quantity": ""},
{"title": "Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN", "asin": "B083LGC771", "price": "$26.99", "quantity": ""},
{"title": "Amazon Basics Multipurpose Copy Printer Paper, 8.5\" x 11\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White", "asin": "B07K8WHH5J", "price": "$43.99", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers", "asin": "B000J07BRQ", "price": "$12.95", "quantity": ""},
{"title": "Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count", "asin": "B00006IFHD", "price": "$9.98", "quantity": ""},
{"title": "Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser", "asin": "B000MVV6AA", "price": "$3.59", "quantity": ""},
{"title": "Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent", "asin": "B08D4MT4WQ", "price": "$12.95", "quantity": ""},
{"title": "Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser", "asin": "B00006IF79", "price": "$4.98", "quantity": ""}],
"active_items": [{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "delivery": "FREE delivery Tue, Apr 22 available at checkout", "quantity": "1", "selected": true, "options": [{"Color": "Faux Black Stone and White"}]},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "delivery": "FREE delivery Apr 21 - 24", "quantity": "1", "selected": true, "options": [{"Color": "Green Pu Leather"}, {"Size": "2PCS"}]}],
"saved_items": [{"asin": "B0BLHTX7V6", "options": []},
{"title": "VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80", "asin": "B0CR6KRRQB", "price": "$43.99", "options": [{"Item Shape": "Round"}, {"Color": "Forest Green + Cream White"}]},
{"asin": "B0CR6KRRQB", "options": []},
{"title": "Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White", "asin": "B07QS75B5R", "options": [{"Color": "Sonoma Oak/White"}]},
{"title": "Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black", "asin": "B00NAX9QYU", "options": [{"Style": "18-Piece"}]},
{"title": "Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)", "asin": "B00068PUJM", "options": []},
{"asin": "B00068PUJM", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:06:20.397Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:06:20.397Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BLHTX7V6\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:06:20.397Z\",\"action\": \"click_product\",\"acion_argument\": \"B0BLHTX7V6\",}</answer>",
"index": 2698,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"quantity\": \"\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bryco Goods Newsprint Packing Paper Sheets for Moving - 5lb - 160 Sheets of Newspaper Paper - Must Have in Your Moving Supplies - 27\\\" x 17\\\" - Made in USA\", \"asin\": \"B07Z8G1ZWQ\", \"price\": \"$16.97\", \"quantity\": \"\"},\n{\"title\": \"Scotch Magic Tape, Invisible, Home Office Supplies and Back to School Supplies for College and Classrooms, 6 Rolls\", \"asin\": \"B00006IF67\", \"price\": \"$12.49\", \"quantity\": \"\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 54.6 yd., 6 Tape Rolls\", \"asin\": \"B000087KUA\", \"price\": \"$18.84\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"quantity\": \"\"},\n{\"title\": \"Duck Brand Small Bubble Cushioning Wrap for Moving & Shipping - 175 FT Bubble Packing Wrap for Extra Protection Packaging Boxes & Mailers - Clear Bubble Roll Moving Supplies, Perforated Every 12 IN\", \"asin\": \"B083LGC771\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Multipurpose Copy Printer Paper, 8.5\\\" x 11\\\", 20 lb, 8 Reams, 4000 Sheets, 92 Bright, White\", \"asin\": \"B07K8WHH5J\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping and Moving Packing Tape, Clear, Packing and Moving Supplies, 1.88 in. x 22.2 yd., 6 Tape Rolls with Dispensers\", \"asin\": \"B000J07BRQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Sharpie Permanent Markers Set, Quick Drying And Fade Resistant Fine Point Marker For Wood, Plastic, Paper, Metal, And More, Drawing, Coloring, And Poster Marker , Black, 12 Count\", \"asin\": \"B00006IFHD\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Scotch Heavy Duty Shipping Packing Tape, Clear, Shipping and Packaging Supplies, 1.88 in. x 27.7 yd., 1 Tape Roll with Dispenser\", \"asin\": \"B000MVV6AA\", \"price\": \"$3.59\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Heavy Duty Packaging Tape with Dispenser for Shipping, Clear, Packing and Moving Supplies, 1.88\\\" x 22.2 yds, 4.6 x 2.2 x 2.6 in, 6 count (Pack of 1) with Dispensers, Translucent\", \"asin\": \"B08D4MT4WQ\", \"price\": \"$12.95\", \"quantity\": \"\"},\n{\"title\": \"Scotch Desktop Tape Dispenser, Black, 2.7 in. x 2.7 in. x 6.4 in., 1 Tape Dispenser\", \"asin\": \"B00006IF79\", \"price\": \"$4.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"delivery\": \"FREE delivery Tue, Apr 22 available at checkout\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Faux Black Stone and White\"}]},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"delivery\": \"FREE delivery Apr 21 - 24\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Green Pu Leather\"}, {\"Size\": \"2PCS\"}]}],\n\"saved_items\": [{\"asin\": \"B0BLHTX7V6\", \"options\": []},\n{\"title\": \"VASAGLE End Table, Small Bedside Table with Fabric Basket, Modern Nightstand, Round Side Table, for Living Room, Bedroom, Forest Green and Cream White ULET223C80\", \"asin\": \"B0CR6KRRQB\", \"price\": \"$43.99\", \"options\": [{\"Item Shape\": \"Round\"}, {\"Color\": \"Forest Green + Cream White\"}]},\n{\"asin\": \"B0CR6KRRQB\", \"options\": []},\n{\"title\": \"Furinno Turn-N-Tube 5 Tier Corner Display Rack Multipurpose Shelving Unit, 1-Pack, Sonoma Oak/White\", \"asin\": \"B07QS75B5R\", \"options\": [{\"Color\": \"Sonoma Oak/White\"}]},\n{\"title\": \"Farberware Never Needs Sharpening High-Carbon Stainless Steel Knife Block Set with Non-Slip Handles, 18 Piece, Black\", \"asin\": \"B00NAX9QYU\", \"options\": [{\"Style\": \"18-Piece\"}]},\n{\"title\": \"Nature's Way Slippery Elm Bark, Traditional Support to Soothe the GI Tract*, Vegan, 100 Capsules (Packaging May Vary)\", \"asin\": \"B00068PUJM\", \"options\": []},\n{\"asin\": \"B00068PUJM\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:06:20.397Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MOUMON Stationary Kitchen Island with 6 Drawers and 3 Doors, Open Shelves, 78.7\\u201d Large Storage Island Kitchen Bar Table Storage Cabinet, Black and White, 23.6\\u201dD x 78.7\\u201dW x 35.4\\u201dH\", \"asin\": \"B0F1FHNCKN\", \"price\": \"$589.99\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 47 Inch Mobile Stroage Islands with Stainless Steel Top, Rolling Island Table with Power Outlet, Adjustable Shelves, Spice Rack, Towel Rack for Kitchen, Black\", \"asin\": \"B0F2MFQXV8\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Stationary Kitchen Islands Include 2 Chairs, 47\\\" Kitchen Island with Drop Leaf, Hom...\", \"asin\": \"B0F2H5LLJJ\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:07:21.745Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-16T22:07:21.745Z
|
click
|
review
|
rule
|
train
| 2,699 |
2025-04-16T22:07:21.745Z
|
click
|
review
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-15T22:03:50.809Z", "action": "input", "action_argument": "moving ta"}
{"timestamp": "2025-04-15T22:03:50.903Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T22:04:38.225Z", "action": "purchase", "action_argument": "B00RSB6I1E"}
{"timestamp": "2025-04-15T23:09:04.763Z", "action": "input", "action_argument": "moving tape"}
{"timestamp": "2025-04-15T23:09:23.423Z", "action": "input", "action_argument": "shrink wrap"}
{"timestamp": "2025-04-15T23:09:23.703Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:15.196Z", "action": "purchase", "action_argument": "B0C7VJX57W"}
{"timestamp": "2025-04-15T23:10:19.425Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-15T23:10:27.240Z", "action": "input", "action_argument": "sharpie"}
{"timestamp": "2025-04-15T23:10:27.325Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-15T23:10:43.637Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-16T22:01:05.587Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-16T22:01:15.253Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:16.567Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:18.116Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:20.343Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:21.923Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:24.504Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-16T22:01:30.063Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T22:01:34.203Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-16T22:03:42.916Z", "action": "click_product", "action_argument": "B0BLHTX7V6"}
{"timestamp": "2025-04-16T22:05:23.240Z", "action": "purchase", "action_argument": "B0BLHTX7V6, B0BWMXRSH8"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-16T22:06:14.683Z", "action": "click_product", "action_argument": "B0BWMXRSH8"}
{"timestamp": "2025-04-16T22:06:20.397Z", "action": "click_product", "action_argument": "B0BLHTX7V6"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "South Shore Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99", "quantity": "1"},
{"title": "Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub", "asin": "B0BWMXRSH8", "price": "$167.89", "quantity": "1"}],
"product_details": [{"asin": "B0BLHTX7V6"},
{"title": "South Shore Myro Kitchen Island, Faux Black Stone and White"},
{"price": "$395.99"},
{"bullet_list": "MELAMINE SURFACE: Cook in peace knowing that your work space won\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Color": "Faux Black Stone and White"}],
"promotion_items": [{"title": "Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar", "asin": "B01FLRV1LI", "price": "$280.99", "quantity": ""},
{"title": "Linon Kitchen Island, Gray", "asin": "B07FDJY5ZC", "price": "$117.06", "quantity": ""},
{"title": "HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray", "asin": "B071169MWP", "price": "$183.31", "quantity": ""},
{"title": "Crime Junkie", "asin": "", "quantity": ""},
{"title": "Dateline NBC", "asin": "", "quantity": ""},
{"title": "Morbid", "asin": "", "quantity": ""},
{"title": "MrBallen Podcast: Strange, Dark & Mysterious Stories", "asin": "", "quantity": ""},
{"title": "20/20", "asin": "", "quantity": ""},
{"title": "Murder, Mystery & Makeup", "asin": "", "quantity": ""},
{"title": "MOUMON Stationary Kitchen Island with 6 Drawers and 3 Doors, Open Shelves, 78.7\u201d Large Storage Island Kitchen Bar Table Storage Cabinet, Black and White, 23.6\u201dD x 78.7\u201dW x 35.4\u201dH", "asin": "B0F1FHNCKN", "price": "$589.99", "quantity": ""},
{"title": "YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black", "asin": "B0DY75TZLJ", "price": "$281.20", "quantity": ""},
{"title": "Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...", "asin": "B0DX72YL1W", "price": "$289.99", "quantity": ""},
{"title": "YITAHOME Kitchen Island with Drop Leaf, 47 Inch Mobile Stroage Islands with Stainless Steel Top, Rolling Island Table with Power Outlet, Adjustable Shelves, Spice Rack, Towel Rack for Kitchen, Black", "asin": "B0F2MFQXV8", "price": "$229.99", "quantity": ""},
{"title": "ECACAD 84.5\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room", "asin": "B0CW56598Z", "price": "$299.99", "quantity": ""},
{"title": "4 EVER WINNER Kitchen Island with Trash Can Storage, 52\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray", "asin": "B0F1CNQ1B1", "price": "$299.99", "quantity": ""},
{"title": "Stationary Kitchen Islands Include 2 Chairs, 47\" Kitchen Island with Drop Leaf, Hom...", "asin": "B0F2H5LLJJ", "price": "$299.99", "quantity": ""}],
"comparison_items": [{"title": "South Shore\u00a0Myro Kitchen Island, Faux Black Stone and White", "asin": "B0BLHTX7V6", "price": "$395.99"},
{"title": "FUSUNBAO\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black", "asin": "B0DHFZT4NW", "price": "$299.99"},
{"title": "homary\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table", "asin": "B0DL5V7MHN", "price": "$1,699.99"},
{"title": "Tribesigns\u00a055\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown", "asin": "B0DCF8C2RN", "price": "$208.99"},
{"title": "South Shore\u00a0Myro Kitchen Island, Faux White Marble and White", "asin": "B0BLHTS71W", "price": "$404.99"},
{"title": "South Shore\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White", "asin": "B0C35DYPT3", "price": "$238.37"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-16T22:07:21.745Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-16T22:07:21.745Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-16T22:07:21.745Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 2699,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-15T22:03:50.809Z\", \"action\": \"input\", \"action_argument\": \"moving ta\"}\n{\"timestamp\": \"2025-04-15T22:03:50.903Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T22:04:38.225Z\", \"action\": \"purchase\", \"action_argument\": \"B00RSB6I1E\"}\n{\"timestamp\": \"2025-04-15T23:09:04.763Z\", \"action\": \"input\", \"action_argument\": \"moving tape\"}\n{\"timestamp\": \"2025-04-15T23:09:23.423Z\", \"action\": \"input\", \"action_argument\": \"shrink wrap\"}\n{\"timestamp\": \"2025-04-15T23:09:23.703Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:15.196Z\", \"action\": \"purchase\", \"action_argument\": \"B0C7VJX57W\"}\n{\"timestamp\": \"2025-04-15T23:10:19.425Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-15T23:10:27.240Z\", \"action\": \"input\", \"action_argument\": \"sharpie\"}\n{\"timestamp\": \"2025-04-15T23:10:27.325Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-15T23:10:43.637Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:05.587Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-16T22:01:15.253Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:16.567Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:18.116Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:20.343Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:21.923Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:24.504Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-16T22:01:30.063Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:01:34.203Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-16T22:03:42.916Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n{\"timestamp\": \"2025-04-16T22:05:23.240Z\", \"action\": \"purchase\", \"action_argument\": \"B0BLHTX7V6, B0BWMXRSH8\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-16T22:06:14.683Z\", \"action\": \"click_product\", \"action_argument\": \"B0BWMXRSH8\"}\n{\"timestamp\": \"2025-04-16T22:06:20.397Z\", \"action\": \"click_product\", \"action_argument\": \"B0BLHTX7V6\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\", \"quantity\": \"1\"},\n{\"title\": \"Shunzhi Green Counter Heigt Bar Stools Set of 2 Modern Leather Counter Stools with Shell Back for Kitchen Island, 26'' Barstools Upholstered Bar Chairs Island Stools with Metal Legs for Home Bar/Pub\", \"asin\": \"B0BWMXRSH8\", \"price\": \"$167.89\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BLHTX7V6\"},\n{\"title\": \"South Shore Myro Kitchen Island, Faux Black Stone and White\"},\n{\"price\": \"$395.99\"},\n{\"bullet_list\": \"MELAMINE SURFACE: Cook in peace knowing that your work space won\\u2019t be damaged! The surface and both sides of this island are made of melamine, which makes them water and scratch resistant. IDEAL SIZE: If you live in an apartment or a condo, this piece of furniture is for you! This counter can be placed in the center or against a wall in your kitchen. Add two stools at the front, and you\\u2019ll have a truly welcoming space. FOUR WIDE DRAWERS: Store spices, tablecloths, and utensils in the four large drawers of this counter. These are provided with metal slides, for a soft and fun use. ADJUSTABLE SHELF: The two doors conceal a shelf that can be adjusted to 4 different heights, based on your preference. Use it as extra storage space for food, pans, and other cooking tools. It can hold up to 25 lbs. Wipe with a dry cloth 5-YEAR LIMITED WARRANTY: South Shore is proud to stand behind this kitchen island with storage with an exclusive 5-year limited warranty. Shop with confidence knowing your purchase is always covered. Ships in several boxes, may ship separately\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Color\": \"Faux Black Stone and White\"}],\n\"promotion_items\": [{\"title\": \"Homestyles Dolly Madison Off-White Mobile Kitchen Island Cart with Wood Drop Leaf Breakfast Bar\", \"asin\": \"B01FLRV1LI\", \"price\": \"$280.99\", \"quantity\": \"\"},\n{\"title\": \"Linon Kitchen Island, Gray\", \"asin\": \"B07FDJY5ZC\", \"price\": \"$117.06\", \"quantity\": \"\"},\n{\"title\": \"HOMCOM Kitchen Island with Stainless Steel Top, Traditional Kitchen Island with Storage, 2-Tier Open Shelves, Drawers, Light Gray\", \"asin\": \"B071169MWP\", \"price\": \"$183.31\", \"quantity\": \"\"},\n{\"title\": \"Crime Junkie\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dateline NBC\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Morbid\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MrBallen Podcast: Strange, Dark & Mysterious Stories\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"20/20\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"Murder, Mystery & Makeup\", \"asin\": \"\", \"quantity\": \"\"},\n{\"title\": \"MOUMON Stationary Kitchen Island with 6 Drawers and 3 Doors, Open Shelves, 78.7\\u201d Large Storage Island Kitchen Bar Table Storage Cabinet, Black and White, 23.6\\u201dD x 78.7\\u201dW x 35.4\\u201dH\", \"asin\": \"B0F1FHNCKN\", \"price\": \"$589.99\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 55 inch Rolling Kitchen Carts, Modular Pull Out Trash Can Cabinet Fits Double 10-Gallon Garbage Bin, Mobile Island Table with 3 Drawers for Dining Room, Black\", \"asin\": \"B0DY75TZLJ\", \"price\": \"$281.20\", \"quantity\": \"\"},\n{\"title\": \"Closet Island with Drawers, Wardrobe Armoire Bedroom Island, Glass Display Shelf & ...\", \"asin\": \"B0DX72YL1W\", \"price\": \"$289.99\", \"quantity\": \"\"},\n{\"title\": \"YITAHOME Kitchen Island with Drop Leaf, 47 Inch Mobile Stroage Islands with Stainless Steel Top, Rolling Island Table with Power Outlet, Adjustable Shelves, Spice Rack, Towel Rack for Kitchen, Black\", \"asin\": \"B0F2MFQXV8\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"ECACAD 84.5\\\" Kitchen Island with Storage, Wood Kitchen Prep Table White Stationery Storage Cabinet with 3 Drawers, Open Shelves & 2 Cabinets for Dining Room\", \"asin\": \"B0CW56598Z\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"4 EVER WINNER Kitchen Island with Trash Can Storage, 52\\\" Rolling Kitchen Island on Wheels with Marble Countertop & Pull Out Spice Rack, Kitchen Cart Islands Table for Kitchen, Gray\", \"asin\": \"B0F1CNQ1B1\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"Stationary Kitchen Islands Include 2 Chairs, 47\\\" Kitchen Island with Drop Leaf, Hom...\", \"asin\": \"B0F2H5LLJJ\", \"price\": \"$299.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux Black Stone and White\", \"asin\": \"B0BLHTX7V6\", \"price\": \"$395.99\"},\n{\"title\": \"FUSUNBAO\\u00a0Large Kitchen Island with Storage & Power Outlet, Drawer, Adjustable Shelves, Side Open Compartments, and Drop Leaf,Island Table for Kitchen with Footrest,Black\", \"asin\": \"B0DHFZT4NW\", \"price\": \"$299.99\"},\n{\"title\": \"homary\\u00a072'' Kitchen Islands with Storage Modern White Kitchen Table with Seating & 3 Drawers Dining Table\", \"asin\": \"B0DL5V7MHN\", \"price\": \"$1,699.99\"},\n{\"title\": \"Tribesigns\\u00a055\\\" Kitchen Island with Storage, Farmhouse 5-Tier Stationary Island Table with 5 Shelves, Wood Coffee Bar Table Storage Cabinet with Large Countertop for Kitchen, Dark Brown\", \"asin\": \"B0DCF8C2RN\", \"price\": \"$208.99\"},\n{\"title\": \"South Shore\\u00a0Myro Kitchen Island, Faux White Marble and White\", \"asin\": \"B0BLHTS71W\", \"price\": \"$404.99\"},\n{\"title\": \"South Shore\\u00a0Myro Pantry Cabinet with Microwave Hutch, Faux White Marble and White\", \"asin\": \"B0C35DYPT3\", \"price\": \"$238.37\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-16T22:07:21.745Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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